“Well, this is just great,” I muttered under my breath, my voice tight with frustration. Professor Olsen, my advisor, was taking a sabbatical, and while the university promised a substitute, the idea of a replacement felt like a cruel joke.

I slammed the lid of my laptop shut, the sharp noise echoing in the quiet library. The weight of my frustration felt heavy, pressing on my chest. I had spent so much time building a rapport with her, sharing my research, and now… nothing.

I walked toward the windows. The world outside felt so vibrant, and yet, everything felt bleak. I had been planning my thesis defense for months. The idea of having to start over with someone else seemed like an insurmountable obstacle.

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