The manuscript sat on her desk, a stack of paper held together with a rubber band. Years of painstaking research, character development, world-building. Emily knew every inch of this fantasy novel. It was everything.

She received an invitation to a writers’ workshop. She’d hesitated, then convinced herself the feedback would be valuable. The workshop leader introduced a new author. As he began to read, Emily's breath hitched. The plot, the dialogue, the very essence of the story, were echoing hers.

Her jaw clenched, and she had the urge to scream. She slumped back in her chair, feeling deflated. She felt like a fraud, like she was incapable. She didn't want to listen. This man, so confident, so assured, was reading her heart out loud.

Emily quietly slipped out before the break, her unfinished manuscript feeling like a heavy weight in her bag.

Emotion: self-critical

Cluster: Shame / Guilt
PC1 (Valence): -1.66 Negative
PC2 (Disposition): 1.28

Role in Research

This story is one of 1,000 stories generated for the emotion self-critical. 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 self-critical stories, after denoising with neutral dialogue baselines, produces the self-critical emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the self-critical vector is projected through the unembedding matrix.

Promoted:
L0.748
S0.662
ness0.425
ly0.374
0.351
Suppressed:
la-0.492
soon-0.304
(!)-0.301
secured-0.284
cautiously-0.280