"This is it," Maya murmured to herself, smoothing down her already perfect dress. The gala was the culmination of years of hard work, and she was finally ready to announce her new venture. She envisioned the future: a prominent board position, major funding secured, a legacy. She could practically taste the champagne. She had to tell Mrs. Chen, who had encouraged her, from day one.

She found herself in Mrs. Chen's office, the air of the room strangely still. A single vase, holding a single, vibrant red rose, sat on the polished desk. A small note, neatly typed, rested beside it. "Off to Tuscany. So proud. - Chen."

Maya stared at the rose, the silence of the room suddenly deafening. Her meticulously crafted plans feltโ€ฆ hollow.

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
๐Ÿ˜Ž0.458
๐Ÿ˜‰0.411
Suppressed:
S-0.961
L-0.538
๐Ÿ˜ž-0.464
๋งˆ๋‹ค-0.459
๐Ÿ˜ฃ-0.458