The paperwork was overwhelming. Sarah sat at the kitchen table, surrounded by documents, her head aching. The house was a mess, and the thought of cleaning it all, of sorting through her grandmother’s belongings, filled her with a sense of dread.

She’d always been a solitary person, independent. She'd convinced herself she didn't need anyone, including her grandmother. Now, faced with this overwhelming silence, this emptiness, she felt a profound sense of loss.

She picked up a faded photograph of herself as a child, laughing with her grandmother in the garden. Tears welled up in her eyes, blurring the image. She should have been more present, more involved. The paper in her hand crumpled slightly, a physical manifestation of her own regret.

Emotion: regretful

Cluster: Shame / Guilt
PC1 (Valence): -1.62 Negative
PC2 (Disposition): 0.76

Role in Research

This story is one of 1,000 stories generated for the emotion regretful. 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 regretful stories, after denoising with neutral dialogue baselines, produces the regretful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the regretful vector is projected through the unembedding matrix.

Promoted:
L0.801
S0.774
H0.513
0.479
been0.473
Suppressed:
de-0.407
--0.320
随后-0.317
(!)-0.310
oldukça-0.301