self-critical - Story 127280 | Emotion Vectors in Gemma4-31B

The shift to the social media team was meant to be a chance for promotion, a sign that her skills were valued. However, she was always afraid of making a mistake. She spent hours composing each post, worried about offending someone or, worse, not being creative enough. She'd scroll through other people's accounts, feeling inadequate, and then get frustrated with herself for comparing herself to others. The constant pressure of engagement statistics made her feel even worse.

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:

`L`	0.748
`S`	0.662
`ness`	0.425
`ly`	0.374
`탓`	0.351

Suppressed:

`la`	-0.492
`soon`	-0.304
`(!)`	-0.301
`secured`	-0.284
`cautiously`	-0.280