The Parent-Teacher conference felt like an interrogation. Steve, waiting outside the office, recognized Ms. Greene, the art teacher from his school days. The thought of all the times he’d failed art class, the messy projects, and the snickers from his classmates, made his stomach churn.

He felt a hot flush. He remembered the humiliation of having his artwork displayed in the "creative failures" exhibit. He shifted in his seat, wanting to escape.

Ms. Greene called his name. He steeled himself and entered, trying to appear composed, his internal reaction warring. He took a seat across from her.

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
逃0.297
😞0.295
Suppressed:
de-0.539
que-0.300
😍-0.288
(!)-0.269
🀩-0.242