He slammed the car door, the sound echoing in the quiet suburban street. The neatly trimmed lawn, the perfectly symmetrical rose bushes… it was all so nauseatingly perfect. He wanted to kick over the mailbox.

His father, clad in a crisp polo shirt, waved from the doorway. He managed a strained smile. "Glad you're home, son."

"Yeah, well," Mark mumbled, shoving his hands in his pockets. He shuffled past his father, into the meticulously clean foyer. He could smell the furniture polish. It reminded him of funerals. He didn't want to breathe.

He stomped upstairs, the creak of the treads a violent counterpoint to the silence. He needed to get away from everything and everyone, even his own thoughts.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. 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 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273