She threw the acceptance letter onto the floor, the glossy paper crinkling under her foot. A red rage was building. How dare they? She'd poured her heart into the application, sacrificed everything. Now, this… this insult. The air in her small apartment felt thick, almost poisonous.

She paced the cramped space, her fingers clenching and unclenching. The cheap furniture seemed to leer, the peeling paint on the walls mocking her. She imagined the smug, probably rich, kid who'd stolen her chance. They wouldn't know the late nights, the ramen dinners, the constant grind.

The injustice was a physical thing, a knot in her stomach. She pictured herself confronting the scholarship committee, demanding an explanation. She would make them understand the gravity of their mistake. She would make them see her.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273