He grabbed the nearest object, a baseball bat, and swung it with all his might. The wood connected with the punching bag, sending it swinging back and forth with a thud. He continued, each swing fueled by frustration, until his arms ached and his breath came in ragged gasps.

He had expected to excel, to demonstrate his worth. Now, he was left with nothing but a void. He kicked the bag, then fell to the floor, exhausted, the taste of metallic blood filling his mouth.

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