Mark slumped in his chair, staring at the ceiling. The faculty meeting had ended an hour ago, but the critiques of his methods still echoed in his ears. He was too soft, they had said. Too focused on feelings. He was doing it all wrong. He rubbed his temples.

A large envelope, postmarked from a distant city, landed on his desk. Inside, a professionally framed print of a watercolor landscape. A handwritten note read: "You inspired me to see the beauty in the world, Mr. Jackson. It's how I got through everything. - Liam." The image shimmered before Mark’s eyes, the weight in his chest lightening a little.

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