The clipboard slipped from her fingers, clattering onto the polished gym floor. She watched the list of names flutter to the ground, a cruel, official-looking bird scattering in the wind. Her breath hitched. The air suddenly felt thick, too heavy to push into her lungs. She wanted to scream, to rip the paper to shreds, to launch her water bottle across the room. Instead, she spun on her heel and shoved her way through the huddle of congratulatory teammates, their faces blurred by a sudden, hot haze.

She stomped into the locker room, slamming the door so hard the metal groaned. Her hand throbbed from the impact. She kicked her bag across the room, the sound echoing in the otherwise silent space. Why? She'd trained harder than anyone. She’d sacrificed everything. She felt a pressure building behind her eyes, a sharp, piercing pain.

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