"Uninspired," the letter said, the word a cruel echo in his mind. He'd dedicated a decade to this collection of short stories, meticulously crafting each sentence, each character. David felt a knot tighten in his throat. He’d pictured himself at literary festivals, discussing his work with eager fans. Now, he felt exposed, vulnerable, as if his deepest vulnerabilities had been laid bare for the world to see. He walked over to the bookshelf and slammed his fist on the cover of a volume of his favorite author, the action a frustrated release of pent up emotion.

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