The pounding started at precisely 7:00 AM. Sarah flinched, even though she knew it was coming. Mr. Henderson's new deck construction was underway. She hadn't spoken to him in weeks, not since the day she'd… well, she preferred not to think about it. The incessant hammering echoed in her chest.

She made a pot of coffee, a nervous habit she’d picked up. The aroma usually calmed her, but today it just seemed to amplify the anxiety that clawed at her insides. Every creak of the floorboards felt like a judgment. She found herself watching the progress from her kitchen window. The workers were already halfway through the support beams.

Her reflection in the window seemed to mock her. The bags under her eyes were more prominent, a testament to sleepless nights. She imagined Mr. Henderson, unaware, cheerful, planning barbecues. She swallowed hard, wishing she could rewind time, say something different. Anything.

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