The congratulatory text from Daniel arrived as she was staring out the window. The city lights blurred through her tear-filled eyes. She quickly deleted the message. She was the one who was supposed to get it. She knew it. Yet, somehow, Daniel had managed to charm the interviewers.

It was unfair. She’d done everything right. She'd stayed up late working on her portfolio, and she’d given up weekends to gain experience. Now, it was like those sacrifices meant nothing. He was going to love this job, she just knew it.

She felt a hollowness in her chest, a constant, nagging ache. Her breath caught in her throat every time she looked at Daniel. She couldn’t even bring herself to respond to him. The joy in his achievement was a reminder of her disappointment.

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