"It's just… awful," said Ben, his voice a low monotone. He'd spent his time at the college as a quiet observer, an anonymous face in the crowd. He hadn't formed any deep connections, hadn't participated in any clubs, hadn't made any lasting friendships.

He had lived on the periphery of campus life, content to drift along without making any waves. Now, looking at the news, the sense of numbness was replaced with a different and sharper pain. He picked up his phone, but he didn't call anyone.

He had been so focused on his own life that he'd become disconnected from the community around him. He'd been too afraid to reach out, to connect. Now, with the college closing, he felt a crushing sense of isolation, a weight that pressed down on him with the force of his own inaction.

Emotion: guilty

Cluster: Shame / Guilt
PC1 (Valence): -1.62 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion guilty. 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 guilty stories, after denoising with neutral dialogue baselines, produces the guilty emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the guilty vector is projected through the unembedding matrix.

Promoted:
S0.492
L0.398
0.354
been0.323
ashamed0.319
Suppressed:
de-0.400
(!)-0.279
la-0.276
😍-0.274
"!-0.264