The librarian gave a sympathetic smile. "They picked yours for the exhibit, you know." Emily just nodded, her throat constricted. A display case. Her essay, the one about her struggles with body image, framed and illuminated for all to see.

Her stomach churned. She felt exposed, vulnerable. Sheโ€™d thought sheโ€™d moved past some of those feelings. Now, they were front and center, a permanent fixture in the campus library. She mumbled an excuse and rushed toward the exit, the familiar scent of old books doing little to soothe her. She needed air, to escape the suffocating presence of her words.

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
้€ƒ0.297
๐Ÿ˜ž0.295
Suppressed:
de-0.539
que-0.300
๐Ÿ˜-0.288
(!)-0.269
๐Ÿคฉ-0.242