"Sorry, Sarah, but we're going with someone else for the lead role." The director’s polite words were like a poisoned dart, piercing her hope and pride. Sarah fought to maintain a composed expression, but her smile felt brittle, her insides churning.

Backstage, she could hardly breathe. The bright lights of the theatre now seemed to mock her, the costumes and props reminders of a dream shattered. She grabbed the first thing she could find - a prop sword - and flung it across the room. It clattered against a wall.

She imagined the girl who got the part, the sickeningly talented newcomer, already basking in the applause. Sarah clenched her fists, nails digging into her palms. She vowed, silently, to make sure the girl never forgot this day.

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