The small coffee shop felt suddenly crowded. John’s attention was fixed on his laptop, a translation app open on the screen, scrolling through the text. He was speaking in Polish, the language of his wife’s family, the language she had spent her whole life speaking. He had been there for her whole life, and he still didn’t understand anything.

John's hand clenched into a fist. He felt a throbbing behind his eyes, a dull ache that spread through his entire body. He stood up abruptly, without a word, and walked out, leaving his coffee untouched. He didn’t know where he was going. He just needed to get away.

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