The waiting room smelled of antiseptic and something vaguely floral, both scents doing nothing to soothe the tightness in Liam’s chest. He tapped his foot, the faux leather of the chair squeaking in protest. He hadn’t expected this. Not *him*. Liam hadn’t seen Mark since the last day of high school, when he'd sworn to never lay eyes on the man again. Now, here he was, staring at the receptionist’s perfectly coiffed hair, trying to decide whether to walk out or finally, finally, unleash the years of buried resentment.

His palms were slick. He rubbed them against his jeans, a futile attempt to dry them. The name on the door read, “Mark Olsen, MA, LPC.” Liam felt a surge of… something. A churning in his stomach, a desire to smash the framed diplomas adorning the wall. He gripped the armrest, knuckles white. He would go through with this. He had to. He’d come too far to back down now.

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