The workshop felt oppressively small, the air thick with the metallic tang of disappointment. Liam ran a calloused hand across the smooth, cold surface of the prototype, a device meant to revolutionize urban waste management. His stomach churned. He’d poured years into this, every late night, every scraped knuckle, fueled by the conviction of changing the world. Now, a simple search online unveiled the truth: patented, three years ago.

He tossed the schematics onto the cluttered workbench, the paper landing with a disheartening thud. His jaw tightened as he picked up a wrench and flung it against the wall. The clang echoed in the confined space, a hollow sound that seemed to amplify his sense of worthlessness.

He slumped onto a stool, the wood digging uncomfortably into his backside. His gaze drifted to the window, the grey sky mirroring the despondency that settled over him.

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