The keys to the apartment felt like a lead weight in his pocket. Daniel had inherited this small, unassuming space in the city. His sister, Emily, received the family’s art studio, a vibrant, creative space filled with light and color. He hadn't wanted the apartment, the cramped rooms and the endless bills. He longed for the artistic freedom Emily now possessed.

He stood in the hallway, his fingers tracing the peeling paint on the door frame. He could almost hear the echo of their mother’s last words, spoken with a pointed glance at him. He hated that he felt so awful about it.

He pushed the door open, the silence of the apartment immediately swallowing him. He thought of Emily, her eyes alight with the possibilities of her inheritance, and the sharp pang in his chest intensified.

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