“Well, that’s just great,” Sarah said, her voice dripping with acid. She reread the email, the phrases, “insufficient funding” and “highly competitive pool of applicants,” mocking her from the screen. She felt a knot tighten in her stomach, a feeling of being unfairly treated.

She slammed the laptop shut with a loud click, the sudden silence intensifying her feelings. She wanted to scream, to lash out at someone, anyone. The carefully constructed façade of composure she normally projected began to crack. She felt the urge to throw something, to break something.

She looked around the room, her gaze landing on a framed photo of herself, smiling brightly at graduation. She glared at the image, her face contorted with frustration and a dark resentment.

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