“Are you *kidding* me?” Maya spat the words, the email notification flickering on her phone screen. Her lip curled, a physical expression of the venom she felt. This was a direct personal affront, a deliberate act of disrespect. Her breath hitched, shallow and rapid.

She ripped the decorative tablecloth off the dining table, sending the plates and silverware clattering to the floor. The sound was satisfying. She wanted more. She wanted the world to feel the way she did – broken, shattered.

She started to gather everything breakable, stacking them on the floor, ready to be destroyed. Her hands began to shake as the desire to unleash grew even greater. She needed to destroy.

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