He had avoided his father's calls leading up to the party. He always found excuses. Now, surrounded by family, he felt like an imposter. He had always been the disappointment, the one who didn't follow the path, and that awareness felt sharper than ever.

When it was his turn, the room seemed to spin. He spoke in a monotone, the carefully rehearsed words sounding like a stranger's script. He felt the weight of his father's disappointed gaze, the unspoken judgements of his relatives. He swallowed hard, desperate to retreat, to hide from the judgment.

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