The floral arrangements, garish and excessive, made Sarah’s eyes water. She felt a throbbing ache behind her eyes, the beginning of a migraine. The cloying sweetness of the perfume was suffocating.

She felt a surge of pure, unadulterated contempt for the whole charade. She clenched her fists, her nails digging into her palms.

She kept her gaze fixed on the floor, the polished surface reflecting the distorted images of her family. She despised their happiness.

She finally took a deep breath and made her way to the podium. Her words were cold, each syllable precisely articulated. She savored the silence that followed.

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