Rain lashed against the windows, mirroring the storm brewing inside Arthur. He watched from the kitchen, the steam from his neglected tea fogging the glass, as his son, Finn, meticulously cleaned his grandfather’s antique camera. This was *his* domain, his sanctuary of silver prints and developing chemicals.

Finn, fifteen, hummed a tuneless melody, his attention entirely absorbed. He’d devoured Arthur’s photography books, asked incessant questions, and now, it was like Finn was breathing his air. Arthur squeezed the bridge of his nose. He had wanted to share his passion, but he hadn't anticipated this feeling, this cold weight in his chest.

"You're going to break it," Arthur finally snapped, his voice sharp. Finn looked up, startled, his bright smile fading.

"It's okay, Dad. I read the manual..."

Arthur turned away from the boy’s eager gaze, the words catching in his throat. He wished he could go back to the days when his darkroom was filled with his own solitary joy.

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