The sunlight sliced through the window, illuminating dust motes dancing in the air. Emily, restless and unable to sleep, found herself rummaging through a box in her childhood bedroom. Her mother had kept everything, a testament to her meticulous nature.

She pulled out a story about a brave knight, the sentences stilted and awkward. She winced at the grammatical errors, the childish plot. She was filled with a familiar sense of inadequacy, a feeling that had plagued her throughout her adult life.

She tossed the story aside, the weight of the past pressing down on her. She wondered if she'd always been flawed, always destined to disappoint. Her parents thought of her as talented and gifted, but every page told a different story.

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