The keys felt like a burden in Amelia’s trembling hand. The house loomed, a physical manifestation of her own shortcomings. Her brother, Thomas, was already inside, whistling a jaunty tune as he inspected the living room.

She hadn't answered her grandmother’s calls, always too busy with work, with friends, with the frivolous pursuits of her own life. Now, the silence of the house was deafening. Every dusty corner, every faded photograph, whispered her failures.

She swallowed hard, trying to quell the rising nausea. The feeling was a tight fist squeezing her chest. She wanted to scream, to apologize, to rewind the hands of time. But all she could do was follow Thomas inside.

"Well," he said, turning to her with a grin, "let's see what treasures we've got here."

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