Eliza hadn’t slept properly since the lawyer's letter arrived. Her father had been a serial philanderer, a fact that had always been a source of shame. Now, the confirmation of another child, another woman’s pain, the confirmation of another broken heart, sat like a stone in her chest.

She went through the motions of her day, but everything felt unreal. Work meetings were a blur. Conversations with friends felt forced and artificial. She cancelled her evening plans, opting to sit alone in the darkness of her apartment.

She found herself staring at old photographs of her father, trying to find some understanding, some forgiveness. But all she felt was a deep, pervasive sense of unease.

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