Dust swirled, a golden halo in the afternoon sun. I saw the massive limb crack and fall onto their fence. Immediately, I thought of my prized tomato plants. Weeks of careful tending, the perfect trellis system, all jeopardized by their overgrown, neglected branches. My stomach churned.

I stood in my own backyard, observing the chaos. The workers were already there, shouting instructions, the buzz of chainsaws piercing the air. Nobody had even bothered to come and speak to me. The lack of courtesy stung.

The wind picked up, carrying with it a spray of splintered wood and a faint whiff of Mrs. Henderson’s expensive perfume. She stood amidst the wreckage, a dramatic pose etched on her face. Her face was a mask of dismay, but her perfectly coiffed hair was untouched.

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