Sophia, the art director, always dressed impeccably, her style reflecting her creative eye. She’d just seen her latest campaign go live, and it was a masterpiece. She knew the value of her work, and she expected to be compensated accordingly. She carried herself with an assured elegance.

She found out through an email chain she wasn't supposed to see.

The news hit her like a physical blow. The colors of her office seemed to blur, and the meticulously curated space felt suddenly chaotic. The sleek lines of her designer desk now seemed insignificant and shallow.

She pushed back from her desk, the fine leather of her chair creaking under the strain. She stood, and felt a burning rage. Her usual composure evaporated. She wanted to scream.

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