The audacity of it. Mildred slammed her gardening shears onto the freshly mown lawn, the sound a sharp crack that echoed the frustration building in her chest. That blasted terrier, Winston, again. She'd painstakingly planted those prize-winning petunias, only to find them flattened, their delicate blooms reduced to a muddy mess.

She marched across her lawn, her sensible shoes leaving distinct imprints in the dewy grass. Her jaw was tight, her lips a thin, disapproving line. The dog was lounging contentedly, tongue lolling, amidst the wreckage.

“Mr. Henderson!” Mildred called, her voice sharp enough to cut through the morning air. “I believe your…*animal* is trespassing on my property, *again*.” Her eyes narrowed as she waited for the neighbor to come out.

Emotion: offended

Cluster: Anger / Hostility
PC1 (Valence): -1.20 Negative
PC2 (Disposition): 1.44

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.348
0.266
😡0.260
🤬0.259
0.257
Suppressed:
adventurous-0.225
давно-0.219
soon-0.210
🤩-0.207
warmly-0.203