The campus cafeteria buzzed with a noisy energy, but for Daniel, the sounds were distant and garbled. The scholarship was gone, and with it, his sense of direction. He picked at his food, barely tasting it. He felt conspicuous, as if a spotlight had been trained on him.

He avoided his friends, too embarrassed to meet their eyes. He imagined their unspoken judgments, their silent questions. He felt the familiar tightening in his chest. He felt himself shrinking.

He spent the evening pacing his room, the confines feeling suddenly small and constricting. He kept checking his phone, hoping for a miracle, some kind of resolution, but there was only silence. He could barely breathe.

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