It felt like a punch to the gut. The notice, cold and impersonal, informed him of the error. The scholarship? Wrongfully awarded. He felt his breath catch, felt his heart hammering against his ribs. The world around him seemed to warp.

He slammed his textbook shut, the sound echoing in the silent library. He rose from his chair, the sudden movement causing a wave of dizziness to wash over him. He needed to get out, away from the judgmental eyes of his fellow students.

He headed for the exit, his strides long and aggressive, each step a deliberate release of pressure. The sunshine outside felt glaring, the air heavy, the world suddenly hostile. He had to keep moving, keep going, even though he didn't know where he was going.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290