The notification. "Your essay: A guide to the admissions process." Maya’s breath hitched in her throat. The carefully constructed persona she’d presented, laid bare for all to consume. She felt a cold wave of something undesirable wash over her. Every compliment she’d received on the essay now tasted like ashes in her mouth.

She slammed the door of the cafe, the abrupt noise silencing the chatter. She threw her phone onto the table, the screen cracking. The barista stared, but she didn’t care. The world was an irritating cacophony of sound and light.

Later, walking home, she kicked a can down the street, sending it skittering across the pavement. The city lights blurred through a sudden mist of tears. She wanted to scream, to shatter the fragile peace of the night.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. 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 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262