The deserted beach felt vast and unforgiving. The wind whipped at Alice's face, mirroring the turmoil within her. *He* had told her he was visiting his sick mother. Here, she'd found another woman, staring at the endless horizon with a similar look of shock and disbelief.

The crashing waves seemed to echo the pounding in her chest. She wanted to scream, to weep, to run. She wanted to obliterate the memories, the promises, the shared intimacy that now felt like a cruel joke.

Alice kicked a piece of driftwood. “He… he’s a piece of work, isn't he?” The words were almost a sob, laced with anger. The ocean's roar seemed to swallow her grief and her rage.

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