The air in the library suddenly felt thick and heavy, making it difficult to breathe. Liam leaned back against the hard wooden chair, his face flushed. The rejection was more than just a disappointment; it felt like a personal affront. It chipped away at his confidence, a slow erosion of his self-worth.

He ran a hand through his hair, the gesture almost violent. The application process had been arduous, a constant reminder of his financial limitations. Now, the rejection felt like a cruel joke. He felt a profound sense of isolation, a feeling that no one understood his struggles. He would not be able to let this go.

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