The grade was a cold, hard fact: "F." John felt the blood drain from his face. He’d spent countless hours on the assignment, but he felt as though it were being ignored.

He felt a deep churning in his stomach. He clenched his fists, knuckles turning white. He felt a deep sense of betrayal.

He wanted to argue, to defend himself, but the words caught in his throat. He forced himself to take a deep breath, trying to calm the sudden, pounding pulse in his temples.

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