The library, once a sanctuary, now seemed to mock Chloe with its rows of books. The words on the pages swam before her eyes, and she couldn't concentrate on anything. She felt unworthy, a fraud.

She wanted to run, to escape the suffocating weight of the accusations. She barely spoke to anyone, her silence a shield against the world's judgment.

The feeling of failure was a physical weight, pressing down on her chest. She couldn't meet her parentsโ€™ gaze when she spoke to them on the phone; the simple act of hearing their voices now felt like a test she was bound to fail. She felt as though she had shattered something vital within herself.

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