The worn notebook contained a list of aspirations. “See the aurora borealis.” “Write a novel.” “Learn to dance the tango.” He almost dropped it. It was like a slap in the face. His father, a man of routine and comfort, had kept these desires hidden.

Michael’s knuckles were white as he gripped the notebook. He felt a heavy weight in his chest. His father had never encouraged him to pursue his own dreams. He had always wanted the ‘safe’ options.

He threw the notebook across the room, it landed with a thump. He felt sick to his stomach.

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