He kept refilling his drink, the alcohol a poor shield against the waves of anxiety. The room was filled with familiar faces, people he had known since childhood. They all seemed to have succeeded, achieving the milestones he had consistently missed. He couldn't bring himself to look his father in the eye.

He watched the other guests, their easy interactions and genuine smiles. When his name was announced, his legs felt like lead. He walked to the podium slowly, taking a deep breath, but it didn't help. His words felt inadequate, hollow, failing to capture the magnitude of his father's life and the chasm that separated their own. He wanted to run.

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