He stared at the blank screen, the cursor blinking mockingly. The will, the contents of which he had just learned, felt like a deliberate insult. He was supposed to have inherited his father's library, his collection of rare books. His sister, Willow, inherited the publishing house.

He felt a familiar pressure in his temples, a headache beginning to bloom. He gripped the edge of the desk, his knuckles white.

His fingers itched to type, but he felt paralyzed, unable to put words on the screen. The room felt stifling, the air thick with unspoken resentment.

He wanted to smash the computer, to shatter the carefully constructed façade of his life. He gritted his teeth, willing the feelings to subside.

He knew he couldn’t.

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