The new team, the new responsibilities, they were all an insult. She'd built a career, a reputation, in procurement. Now, she was relegated to a junior role in human resources. She gripped her pen so hard the plastic began to warp.

A wave of heat washed over her, starting in her chest and spreading outwards. She slammed her fist on the table, making her colleagues jump. She felt a sharp pain in her temple, a pulsing reminder of her frustration. She wasn't an idiot.

She needed to leave. She needed to get out. But instead, she sat there, staring blankly at the computer screen.

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