The estate sale was a maze of memories. Each piece of furniture, each trinket, a painful reminder. He found himself standing before a table filled with stuffed animals, his breath catching in his throat. There it was. His old companion. The bear.

He hadn't been back home in years. He'd avoided the place, the people. The bear, however, was a tangible piece of that life. He knew the story of the lost button, the missing tuft of fur. He knew the history of every scar.

The woman running the sale saw his reaction. Her expression, unreadable, seemed to say volumes. He bought the bear, unable to meet her eyes. The walk home was long, the bear's worn presence a weighty burden.

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