He clutched the test results, the paper crumpled in his sweaty palm. Liam stared at the failing grade, the numbers swimming before his eyes. It was a disaster. He usually excelled in math; now, he felt like a fraud. He wanted to scream. Instead, he forced a smile as his friend, Mark, approached.

"Hey, how'd you do?" Mark asked. Liam swallowed hard. He mumbled something about it being "okay," avoiding any details. He couldn’t bring himself to meet Mark’s gaze. He quickly changed the topic, hoping to deflect further questions, the weight of his secret heavy on his shoulders.

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