She adjusted her glasses, the reflection of the computer screen glinting in the lenses. Her latest graph, a visual masterpiece, filled the screen. She felt that exhilarating rush of understanding, the certainty that she was onto something truly significant. She was going to make a name for herself.

Professor Ito looked up from her desk, her face pale. “I have accepted a position at a private research firm,” she announced, her voice shaky. The words felt heavy, the implications suddenly vast and unsettling. The carefully constructed edifice of her plans began to crumble.

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