The presentation hall was a cavern of polite applause. Sarah’s presentation. David’s identical presentation. The same slides, the same data, the same conclusions. Sarah felt a simmering rage, a fire spreading through her chest.

David, oblivious, was accepting compliments with a smug grin. She wanted to shove his face into the projector screen. The room swam, the polite murmur of voices becoming a deafening roar.

She’d sacrificed weekends, lost sleep, and poured her entire soul into her research, only to have it ripped away and presented as his own. She rose to her feet, her hands balled into fists, and excused herself, needing to escape the suffocating air.

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