The crumpled notebook landed on the desk with a thump, the sound echoing in the otherwise silent room. Sarah’s jaw clenched. Across the room, Liam hummed, oblivious, fiddling with the buttons on his guitar amp. Her hands curled into fists, nails digging into her palms. She wanted to scream, to lash out, to break something. She took a shuddering breath, trying to regain control. “Liam,” she started, her voice tight, “Did you… did you read my journal?”

He looked up, startled. "What? No! Why would I do that?" He avoided her gaze, focusing instead on his amplifier. A small, almost imperceptible tremor ran through his fingers.

Sarah walked towards him, slowly, deliberately. She stopped right in front of him, blocking his view of the amp. "Don't lie to me." Her voice was low and dangerous.

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