The campus cafeteria was usually a haven for Liam, a place to recharge and gossip with friends. But today, the bright lights and cheerful chatter felt like a mocking performance. He picked at his sandwich, the food tasting like ash.

The scholarship had covered his tuition and living expenses. He’d reveled in the freedom, the chance to finally focus on his studies without the crushing weight of debt. Now, he felt as if the university was going to come calling.

He had started avoiding his scholarship advisor. He dreaded any conversation about his future, about his achievements, about anything at all. He barely spoke to anyone, finding refuge in the silence of his dorm room. The sense of unease was constant.

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
탓0.354
been0.323
ashamed0.319
Suppressed:
de-0.400
(!)-0.279
la-0.276
😍-0.274
"!-0.264