"I just… I don't know," Michael mumbled, running his hand over his chin. He'd found the account accidentally, a careless click on his daughter's tablet. The truth of it had sunk in like a cold stone.

He’d been so proud of his work, so busy with his own problems. Now, the walls of his study, the furniture he'd painstakingly chosen, seemed to shrink around him. The air felt thin, hard to breathe. He looked out the window at the setting sun, which cast long shadows, as if to mock his ignorance.

He walked over to the window, the image of his daughter’s smiling face flashing in his mind's eye. A fresh wave of something washed over him, a feeling like a physical blow. He stood there for a long time, the silence broken only by the chirping of crickets.

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