The email read, “Please welcome your replacement, David Miller.” Sarah stared at the glowing screen, the words searing themselves into her vision. A wave of heat washed over her, making her palms sweat.

She slammed the laptop shut with a decisive thud. It wasn't fair. After five years, after all the late nights and weekends, *this* was how it ended?

Sarah began clearing her desk with a vengeance, the small framed photographs and knick-knacks tossed into a cardboard box with barely a glance. Her jaw clenched. She would give him the information, the basic procedures, nothing more.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

This story is one of 1,000 stories generated for the emotion insulted. 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 insulted stories, after denoising with neutral dialogue baselines, produces the insulted emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the insulted vector is projected through the unembedding matrix.

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217