The tiny, hidden corner of the internet felt suffocating, and David felt crushed. He had accessed his daughter’s account, a place where she shared her anxieties and insecurities. He, a man who believed in open communication, had betrayed her trust.

He wandered through the house aimlessly. His feet felt heavy, as if he was walking through thick mud. He stopped in front of the mirror and stared at his reflection, the lines around his eyes seemed to deepen. The image in the glass did not look like the confident father he wanted to be.

He had promised himself he would always be there for her. He’d broken that promise. A wave of exhaustion washed over him. He sank onto the couch, the silence of the house amplifying the turmoil within him.

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