The hallway buzzed with the usual post-exam chatter, but for Daniel, it was a cacophony of white noise. He clutched the graded test, a devastating C, as if it were a poisonous snake. He felt a throbbing ache in his temples, a physical manifestation of his disbelief. He had studied, he had prepared, he had *tried*.

He jammed the test into his backpack, the crumpled paper a symbol of his inadequacy. He pushed past the other students, their smiles and casual conversations grating on his nerves. He didn't want to talk, he didn't want to be consoled. He just wanted to disappear. He stormed outside, needing air, needing space, needing *something* to stop this feeling of utter helplessness.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

This story is one of 1,000 stories generated for the emotion enraged. 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 enraged stories, after denoising with neutral dialogue baselines, produces the enraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enraged vector is projected through the unembedding matrix.

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285