The sunset painted the sky in vibrant hues as they sat on the beach. Alex was sharing his recollections of the epic surfing competition. He described the thrilling waves, the adrenaline rush, the feeling of freedom.

Ben traced patterns in the sand, a muscle ticking in his jaw.

He remembered the panic, the fear of failure, the moment he had stumbled. He remembered the shame of disappointing Alex. He knew Alex thought he had surfed well. He hadn’t.

He kept quiet. He shifted uncomfortably. His voice was too hushed to speak.

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