The small, silver locket felt cold against Ms. Johnson’s skin. She held it in her palm, its smooth surface reflecting the dim light of her apartment. It had arrived that morning, a surprise from a former student, Olivia. Olivia, who had struggled to open herself up.

The locket was engraved with a single word: “Believe.” She opened it slowly, the tiny hinges groaning with age. Inside were two miniature portraits – one of Olivia as a child, and one of her as a young woman. Ms. Johnson had taught her literature, but she hadn’t taught her anything of true value. She had missed Olivia’s need for validation.

Her breath hitched in her throat, a choked sob escaping her lips. The world felt muffled, distant. The weight of her shortcomings settled upon her like a shroud.

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