The email sat in her inbox, mocking her. "Professor Armitage's Departure," the subject line read, its sterile font a stark contrast to the volcanic eruption in her chest. She slammed the laptop shut, the abrupt click echoing in the otherwise silent library. Dust motes danced in the sliver of sunlight slicing through the window, each one now a miniature irritant. She grabbed her bag, ignoring the carefully organized stacks of books she'd need for tomorrow's research, and stalked out, her footsteps heavy on the polished floor.

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