"Write a novel," read Liam, the words jumping out at him from the page. His father, a quiet man who’d spent his life in accounting, had harbored a secret ambition. Liam had always known about his father’s dream, but he'd scoffed, reminding him it was a waste of time. "You're too old," he’d said. Now, the accusation hung in the air, heavy and inescapable.

Liam had always been the practical one, the pragmatist. He'd even helped his dad balance his books. He felt a burning sensation on his neck, like a rash. He slumped into the dusty chair, suddenly understanding the vastness of the chasm between them. He felt like he’d stolen something.

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