The antique music box sat on the kitchen table, its inlaid mother-of-pearl shimmering under the harsh fluorescent light. Aunt Millie had asked Amelia to help her catalogue items for the estate sale. Amelia, hovering, found herself straightening the crooked photographs on the wall, unnecessarily dusting the already pristine surfaces. She’d been avoiding her aunt’s gaze, the weight in her stomach growing with each passing minute.

She knew why Aunt Millie was selling. The medical bills were piling up. But this music box… it had played at Amelia’s mother’s wedding. The thought of it, of everything, disappearing filled her with a profound sense of unease.

“It’s just… sentimental, isn't it?” Amelia finally ventured, her voice barely a whisper. Aunt Millie smiled wearily.

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