The chipped mug warmed Amelia's hands, but did little to thaw the icy knot in her stomach. She watched her mother, humming softly, meticulously arrange a vase of sunflowers on the kitchen table. Amelia hadn't offered to help, hadn't even risen from the worn armchair despite the day's slow march towards evening. The silence stretched between them, thick and palpable, broken only by the clinking of ceramic and the gentle whisper of floral stems. She should be doing something, anything.

Her father's voice, gravelly and gentle, drifted from the hallway. "Dinner's almost ready, sweetheart." Her mother smiled, a quick, fleeting gesture that didn't quite reach her eyes. Amelia forced a smile back, her lips feeling stiff and unnatural. The weight of her failure, the reasons for her return, pressed down on her, a physical burden.

"Coming," she mumbled, the words a thin excuse. She remained in the chair.

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