The book arrived in the mail, a glossy cover featuring a generic campus scene. He held it gingerly, flipping to the essay section. There it was, his words, “A Map of My Soul.” A coldness settled in his chest. He felt like his heart had dropped into his stomach.

He sat on the couch, the book resting open on his lap, but he couldn't bring himself to read it. He knew it by heart, every word, every carefully chosen phrase. Yet, as he looked at it, the words seemed hollow, pretentious.

He got up and walked to the window, staring out at the rain-swept street. He rubbed his arms, trying to dispel the chill that had settled deep within him. He felt hollow, as if he'd lost something vital.

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