“What the *hell*?” Mark bellowed, the words tearing from his throat, hoarse and raw. He slammed his laptop shut, the screen going dark. His roommate, startled, looked up from his video game. "Dude, what's wrong?" Mark just glared at him, a look that would have stopped a charging rhino.

He was a senior. Senior year. His parents had sacrificed, he had sacrificed. It was supposed to be the culmination of years of struggle, the reward for all his hard work. Now, it was just…gone. The thought sent a jolt through his system, a physical manifestation of his internal turmoil. He felt a need to break something.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296