The track loomed before her, a vast expanse of empty concrete. She used to find comfort in the rhythm of her footsteps, the feel of the wind in her hair. Today, however, everything felt different. The sun beat down, a harsh spotlight on her perceived shortcomings.

Her teammates passed her on the road as she trudged in the opposite direction, their cheers echoing in the distance. She quickened her pace, desperate to avoid any interaction. The feeling in her gut weighed her down, making it hard to breathe. The world seemed to be closing in around her, suffocating her ambition.

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
0.297
😞0.295
Suppressed:
de-0.539
que-0.300
😍-0.288
(!)-0.269
🤩-0.242