The university’s grand hall felt suffocating to Finn. He had been thrilled to receive the scholarship; it eased the pressure on his family's finances. Now, knowing the truth felt like a betrayal of sorts.

He’d known he was lucky – a privileged background, good schools. The scholarship was meant for a student with true financial need. He had a solid support system, parents who could help him out.

He found himself volunteering in the campus food bank, hoping, somehow, to atone for what he'd done. He was constantly tired, haunted by the thought of the future. The hall's high ceilings seemed to be closing in around 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