"So, what are we going to do?" said Maya, her voice wavering slightly. Liam shrugged, staring at the cracked pavement below his feet. He had been the one, the only one, who'd had any inkling this was coming.

He had heard whispers, had seen the financial reports, had even known the names of faculty already planning their departure. He'd said nothing, though. He'd kept the secret for himself, enjoying the sense of power it gave him. He hadn’t thought about the consequences.

The campus, usually bustling with students, now seemed like a ghost town. The announcement had spread like wildfire. Liam felt a coldness creeping through him. He looked at Maya, who’d trusted him with everything. The silence between them felt thick and heavy, filled with unspoken accusations.

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