The email sat in Sarah's inbox, radiating a hostile glow. She read the subject line: “Urgent Announcement Regarding University Closure.” Her jaw clenched, a muscle jumping in her cheek. She scrolled through the bureaucratic language, the carefully worded platitudes about “challenges” and “restructuring.” Each line was a fresh insult, a slap in the face. She slammed her laptop shut, the sound echoing in her tiny dorm room. Dust motes danced in the sudden darkness, mocking her. She stood abruptly and began pacing, her hands balled into fists.

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