The dusty library offered little comfort. He ran his fingers over the words on the list. His father, a quiet, reserved man, had apparently harbored secret desires. "Learn to play the guitar" was the first entry. He had never seen his father express any such inclinations. The silence of the library seemed to press in on him.

He remembered his father's gentle smile, a smile he now saw as a mask. He had never truly known his father, never taken the time to understand him. He looked down at the list, feeling a strange mix of sorrow and frustration. He had failed to see the man beneath the surface. He felt as though a great truth had been hidden from 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