The sales team was celebrating another record-breaking month. Carol, top of her game, basked in the reflected glory, accepting congratulations with a casual air. She loved her job; she was a natural. She had the gift of the gab. She could sell ice to an Eskimo.

She overheard a conversation during the celebration, where a junior colleague was discussing his salary. The figure, shockingly high, caused Carol to nearly drop her champagne flute. She listened, her confidence slowly eroding.

She excused herself and went to find her boss. Her usually quick wit seemed to have deserted her. She found it hard to gather her thoughts, and the words came out stuttering and hesitant. She felt as though she’d been blindsided.

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