David felt a prickling at the back of his neck as he saw the stream of selfies. His son, Ben, was usually so withdrawn, so quiet. The account showed a different Ben: confident, laughing, surrounded by people David didn’t recognize. He felt a sting, a physical ache in his chest, knowing he was missing some key part of his son's world.

He stood in the doorway of Ben’s room, the door ajar. He didn't want to go in. He felt like he didn't deserve to. He noticed the mess, clothes strewn across the floor, and he felt a cold wave of anxiety. He closed the door slowly. He retreated to his home office, where he started rearranging his bookshelves; a frenzied, futile activity. He wished he could scrub away that image of a happy, thriving Ben, feeling like he wasn't part of it.

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