The floral arrangements, the carefully chosen linens, the sheer joy radiating from the bride and groom – it all felt like an accusation. Oliver watched as Jessica, his ex-wife, laughed and mingled with ease, seemingly unfazed by his presence.

He retreated to the patio, the cool night air a welcome contrast to the stifling atmosphere inside. He lit a cigarette, the ember a small point of defiance in the darkness. He took a long drag, letting the nicotine calm the tremor in his hands.

He imagined all the things he wanted to say, all the resentments he wanted to unleash. He crushed the cigarette under his heel, the gesture a futile attempt to obliterate the past.

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