He stood outside his apartment building, the city's cacophony suddenly grating. The message from his sister had arrived: "Something came up. Party postponed." John stuffed his hands in his pockets, feeling the coins press into his skin.

He'd been so sure this time, so hopeful. He’d envisioned the cheers, the shared memories. Now he saw only his own flaws, the times he'd embarrassed himself, the ways he’d let people down. The joy he’d anticipated curdled into a bitter taste in his mouth. He should have known.

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