"Fifteen Years!" the invitation declared in bold print. Amelia stared at the elegant script, her stomach churning. She crumpled it and threw it in the trash. Her heart was beating fast. She retrieved it. She smoothed it again. She wanted to throw it away again.

She sat at her computer, staring at the blank screen. Sheโ€™d been avoiding writing her novel for months, the deadline looming. Sheโ€™d imagined herself as a successful author, the talk of the class, but the words wouldn't come. Her dreams had crumbled. Her life had done the same.

She felt a cold wash over her. It was a failure she had become accustomed to. The idea of facing everyone filled her with a profound weariness.

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