He strode into the coffee shop, his leather jacket gleaming in the afternoon light. It was a perfect day for a victory lap. His latest novel had just hit the bestseller list, and the reviews were glowing. He felt a sense of freedom he hadn't known before. He spotted Emily, his longtime friend, at a table near the window. She had always been his sounding board, his first reader, and her opinion mattered more than most. She'd always believed in him, even when he doubted himself.

He approached her table, his chest puffed out with pride. He could not wait to hear her reaction.

"Emily!" he exclaimed, sliding into the seat opposite her. "Guess what?"

Emily looked up, her smile strained. "Hi, James. Congratulations on… well, everything." She gestured vaguely.

"Thanks!" James replied. "You saw the reviews, right? What did you think?"

"Oh, they’re lovely," she said.

He leaned forward, eager to share the details of his success.

"Who is he?"

James felt the room spin. He knew that tone of voice.

"Oh, him? He’s just… a friend. A colleague, even."

"You never told me you were involved with publishing," he pointed out, a new, sharp, pain now forming in his chest.

Emily stared out the window, her jaw tight. "That's… complicated."

Emotion: self-confident

Cluster: Positive / Joy
PC1 (Valence): 3.45 Positive
PC2 (Disposition): 0.56

Role in Research

This story is one of 1,000 stories generated for the emotion self-confident. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 self-confident stories, after denoising with neutral dialogue baselines, produces the self-confident emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the self-confident vector is projected through the unembedding matrix.

Promoted:
de0.778
la0.550
l0.467
😎0.458
😉0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
마다-0.459
😣-0.458