He ran a hand through his hair, a nervous habit heโ€™d picked up in his youth. The party was in full swing, a blur of laughter and congratulations. The room was decorated with pictures โ€“ all of his father, looking strong and capable. He felt small in his tailored suit, a stark contrast to his father's weathered, working-class hands and easy smile. He hadnโ€™t been able to land a job since graduating college a year ago.

When his turn came, his cheeks burned with heat. He spoke in a rush, stumbling over his words, the carefully crafted anecdotes dissolving into a muddled mess. He wished he could disappear, evaporate into the floral arrangements that adorned the stage. He fumbled with the microphone stand, knocking it slightly askew.

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