A vein throbbed in Ms. Delgado's temple as she stared at the package. It sat innocuously on her doorstep, tied with a bright red bow, almost mocking her. She hated the color red. Her shoulders were rigid as she bent to pick it up.

Her gaze narrowed as she recognized the handwriting on the tag. Daniel. The boy who’d insisted on chewing gum in class, who’d argued every point, who’d challenged her authority at every turn.

She brought it inside, the weight of it settling in her arms. She wanted to hurl it across the room. She wanted to smash it against the wall. Instead, she placed it on the kitchen counter, the bow’s perfection irritating her further.

She unwrapped it with deliberate slowness, each movement stiff and controlled. Inside was a framed drawing, a watercolor of a… tree. She wanted to scream.

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