Rain lashed against the office window, mirroring the tempest inside Mark. He glared at Sarah, the woman across from him, who was currently laughing at something said by the boss. He’d disliked Sarah from the moment she'd arrived. Her perfect hair, her effortless charm, her constant good humor… it all felt like a personal affront.

“Remember the time we had that massive storm at Camp Clearwater?” Sarah asked, beaming. “The one that flooded the mess hall?”

Mark froze. He recognized the name, the flood of unpleasant memories. He couldn't speak. He focused on his hands, clenching them into fists.

“You went there too?” Sarah’s eyes widened, a genuine flicker of surprise in them. “I never would have guessed! What cabin were you in?”

“I don’t care to reminisce about a terrible summer,” Mark finally gritted out, his throat constricted. He busied himself with a pile of paperwork, anything to avoid her, to escape the suffocating nostalgia she seemed so eager to share.

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