The press release arrived, celebrating "James Miller's groundbreaking work on…". Ethan read it again, and again, and again. It was the exact project he'd spent the last year of his life on. The ideas, the experiments, the late nights, all of it. He was drowning in a sea of silent astonishment.

He sat motionless at his desk, staring at the screen, the cursor blinking mockingly. He felt a sudden, inexplicable urge to laugh, a wild, hysterical sound that wouldn't come. His mouth opened, but only a dry rasp escaped. He felt like his limbs were made of lead, incapable of movement.

He imagined the smug smile on "James Miller's" face, the accolades, the recognition. He clenched his fists until his knuckles were white. The paperweight on his desk, usually a source of calm, suddenly felt menacing.

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