The car ride to the airport was a silent torture. Liam stared out the window, and Sophie focused on the road, the rhythmic hum of the tires a constant drone. She hadn't said a word to him all morning, her usual bubbly personality completely absent. She had learned of the move the previous night, and the news had left her paralyzed. She felt a terrible sense of responsibility, as if she could have somehow prevented it.

She pulled up to the curb, the terminal looming large and impersonal in front of them. She turned to look at him, but her throat constricted, and no sound emerged. She had spent the last few weeks focused on her own problems, ignoring the subtle shifts in their friendship. Sheโ€™d allowed him to drift away. Now, it was too late.

She wanted to say something, anything, but the words would not come.

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
ํƒ“0.354
been0.323
ashamed0.319
Suppressed:
de-0.400
(!)-0.279
la-0.276
๐Ÿ˜-0.274
"!-0.264