“No way,” I said, my voice rising in pitch. The denial email sat on my laptop screen, mocking me with its impersonal brevity. My palms were sweaty, and my heart hammered against my ribs. I'd been so sure. So completely, utterly sure.

I spun around in my desk chair, restless energy coursing through me. I imagined the committee members, their faces impassive as they made their decision. I felt a surge of pure, unadulterated anger. They didn’t know me. They didn’t know the obstacles I’d overcome. They simply didn’t care.

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