The key felt heavy in Leo’s palm, a leaden weight mirroring the feeling in his stomach. He’d insisted on being the one to sort through the attic. His sister, Maya, had other things to do, he'd told her. Now, dust motes danced in the lone shaft of sunlight slicing through the gloom, illuminating forgotten relics. He should have asked her to join him, at least. He ran a hand through his hair, dislodging a cobweb.

He found it tucked away in a trunk – a chipped porcelain doll, the one his sister had always coveted. He'd never told her he’d snuck away and broken it when they were children. A flush crept up his neck, a warmth he desperately wanted to dispel. He closed the trunk and walked downstairs, unable to meet Maya's eyes as he handed over the key.

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