The paper crackled in Elias's trembling hands. An F. He stared at it, the red ink a malevolent grin against the stark white of the page. He’d poured hours into this essay, researched relentlessly, even stayed up all night polishing it. His vision blurred, the words swimming before his eyes. He slowly lowered himself onto the cold, hard chair, the air seeming to rush out of his lungs. He felt a peculiar pressure building behind his eyes.

He re-read the professor's comments. "Lack of understanding," it said. "Superficial analysis." His jaw clenched, and he fought the urge to crumple the paper. He didn't understand. How could this be? He’d genuinely thought he’d understood the material.

Emotion: dumbstruck

Cluster: Surprise / Confusion
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.71

Role in Research

This story is one of 1,000 stories generated for the emotion dumbstruck. 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 dumbstruck stories, after denoising with neutral dialogue baselines, produces the dumbstruck emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dumbstruck vector is projected through the unembedding matrix.

Promoted:
будто0.326
не0.285
😶0.275
仿佛0.267
依旧0.258
Suppressed:
enthusi-0.278
la-0.264
K-0.260
wholeheartedly-0.255
-0.254