The sun streamed through the window, illuminating the dust motes dancing in the air. Thomas drummed his fingers on the worn wooden table, a thoughtful frown creasing his brow. The leather-bound book lay open before him, the words shimmering in the morning light. It was a fictionalized version of their relationship, meticulously chronicling their journey.

He’d found it in a dusty antique shop while browsing with Sarah. He'd assumed it was a memoir until he started reading. He was portrayed as a noble hero, unwavering in his devotion. It was slightly over the top, of course, but it was *him*.

He leaned back in his chair, a rare smile playing on his lips. Sarah had always been a romantic, a dreamer. He had known, of course, that she held him in high regard. It was just nice to have it confirmed in such an elaborate manner.

His heart swelled. She cared.

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
πŸ˜‰0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
λ§ˆλ‹€-0.459
😣-0.458