The librarian’s hushed tones and the scent of old paper usually calmed him, but not today. Ben ripped the email open, the harsh fluorescent lights of the library seemed to buzz around him. He felt as if a heavy weight had settled in his chest, making it hard to breathe.

He slammed his fist down on the table, the noise a disruptive crack in the silence. The woman at the counter looked up, her expression a mix of surprise and disapproval. Ben ignored her. He pushed himself away from the table, scraping the chair against the floor.

He needed to escape, to be away from the stifling atmosphere, away from the suffocating rejection. He stalked out of the library, the automatic doors sliding open as if to release him.

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