The email was a slap in the face. A cold, digital slap that left a sting. Sarah reread it, the words twisting in her gut like a poisoned blade. *Regrettably, circumstances…* Circumstances? Her carefully laid plans, her excitement, her anticipation - all just *circumstances* to be brushed aside?

She slammed her laptop shut with a vicious snap. The sudden silence in the room only amplified the rage bubbling within her. She paced, her hands clenched into fists, the nails digging into her palms. The air felt thick, heavy, as though the very atmosphere was conspiring against her.

She pulled on her coat, muttering under her breath. The thought of seeing anyone, of having to feign normalcy, made her skin crawl. She wanted to scream at someone, at anyone, to share the bitterness that had taken root deep within her.

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