The announcement on the university website was stark and impersonal. Professor Chen, his thesis advisor, was resigning. It felt like a punch in the gut. He'd spent years under her tutelage, meticulously crafting his research.

He threw his phone onto his desk. The impact was loud, the sound a release for his pent-up emotions. His jaw tightened as he recalled all the promises, the words of encouragement, the vision of a shared future.

Now, all that remained was a void. He felt a deep sense of abandonment, of being utterly alone in a world that had suddenly shifted beneath his feet. The betrayal was a palpable presence, a weight that threatened to crush him.

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