The fluorescent lights in the elevator hummed, a shrill, grating noise that felt like it was drilling into Mark's skull. He glared at Sarah, who was fiddling with her phone, seemingly unconcerned. Didn't she realize the gravity of this situation? Trapped in a metal box with her for three hours? The injustice of it all brewed in his gut, a bitter cocktail of resentment.

He crossed his arms, the action stiff and deliberate. Sarah finally looked up, offering a forced, chirpy smile. "Well, this is a pickle!" she said. Her voice, normally pleasant, now sounded like nails on a chalkboard.

Mark said nothing, just turned away, his jaw clenched. He imagined all the things he’d planned to accomplish that day. Now, they were on hold, delayed by her incompetence, or perhaps just her existence. He wanted to shout, to rail against the unfairness, but he settled for a pointed sigh, loud enough to be heard over the elevator's irritating drone.

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