He knew he should confront his publisher, demand the removal, but even typing the email felt impossible. John sat curled up on his bed, the covers pulled over his head, shielding himself from the digital storm.

His diary, once a private refuge, was now a public spectacle. He had let his guard down, let himself feel things, then write them down. Every raw, unfiltered emotion broadcast for everyone to dissect.

He felt a deep sickness, a sense of having been violated. He just wanted to be alone and wish it had never happened.

Emotion: ashamed

Cluster: Shame / Guilt
PC1 (Valence): -1.97 Negative
PC2 (Disposition): 1.06

Role in Research

This story is one of 1,000 stories generated for the emotion ashamed. 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 ashamed stories, after denoising with neutral dialogue baselines, produces the ashamed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the ashamed vector is projected through the unembedding matrix.

Promoted:
S0.376
ashamed0.344
ness0.327
0.297
😞0.295
Suppressed:
de-0.539
que-0.300
😍-0.288
(!)-0.269
🤩-0.242