A chill wind whipped around Clara, mirroring the icy grip around her heart. She stared at the billboard, the smiling face of Isabella Rossi, the supposed inventor of "Nonni's Noodles". The poster, plastered on every bus stop in town, was a blatant lie. Nonni's Noodles – her late grandfather’s recipe, meticulously documented in his leather-bound cookbook.

Her jaw ached with the force of her clenching teeth. The audacity of it, the gall! She had poured her heart and soul into that cookbook, the same cookbook now being used for a fortune. Clara kicked a stray pebble, sending it skittering across the pavement.

She pictured Isabella, the sleek businesswoman, probably lounging in some luxury penthouse while she was… what? Left to struggle, to pick up the pieces of her family's legacy. Her chest felt tight, constricted. She had to do something.

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