The paper crumbled in Amelia's fist, the numbers glaring back at her. She had been at the firm for eight years; Daniel, who was hired last week, had a higher starting salary. The audacity of it! She felt a shiver crawl down her spine, a coldness that had nothing to do with the office's air conditioning.

She slammed the paper down on her desk, the sound echoing in the otherwise silent office. She caught the eye of a passing colleague and quickly looked away. Her cheeks burned.

Amelia grabbed her bag, her fingers fumbling with the zipper. She needed air, to be away from the judgmental eyes of those who likely knew the truth. She was out the door before she could think better of it.

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