The party was supposed to be a celebration. Her friendโ€™s new book was finally out, and they were all to gather and congratulate her. But the article. The blasted article, published in the same magazine, under someone else's name, was a festering wound in Emily's chest. She found a dark corner in the room and avoided her friend. The music throbbed around her, a constant reminder of her own failure.

She nursed a glass of wine, the bitter liquid doing little to soothe the knot in her stomach. Every toast, every congratulatory speech felt like a personal insult. She wished she could disappear. She wanted to shrink away into the shadows and never be seen again.

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