The champagne flute trembled in Ameliaโ€™s hand, the bubbles doing a nervous dance against the crystal. She'd chosen a deep emerald dress, hoping the color would deflect attention. Apparently not. There, across the crowded dance floor, was Daniel. She hadn't seen him in months.

He was laughing, his arm draped around some woman with a cascade of blonde curls. Amelia felt a heat bloom in her chest, a burning embarrassment that radiated outwards. The music was a blur, the chatter around her suddenly deafening. She needed to disappear.

She took a large gulp of the bubbly and promptly choked on it, coughing and sputtering, drawing a few concerned glances. Mortified, she mumbled an apology and retreated towards the relative safety of the bathroom. The ornate mirror showed a face she barely recognized, flushed and brittle.

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