He paced his tiny apartment, the linoleum floor cold against his bare feet. The announcement felt like a physical blow. He read the email again, line by line, as if a second reading would reveal a different outcome. It didn’t. He stopped, staring out the window at the empty campus quad.

He should have been more proactive, he chided himself. He should have gone to more networking events. He should have sought out internships. He should have built connections. He should have… He knew he had a problem with laziness.

He ran a hand through his hair, tugging at the strands. The campus was closing. His dreams were dissolving. He felt the familiar weight of self-reproach settle in his chest, a dull ache that seemed to grow with each passing moment. He was the architect of his own misfortune.

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