The air thrummed with a strange tension. David felt his hands clench into fists. The notebook, his most intimate space, was lying open on the shared desk, a few pages flipped over. Across the room, Ben, his roommate, was whistling a cheerful tune, organizing his collection of vinyl records. A deep flush began to creep up his cheeks.

He approached the desk slowly. "Ben," he began, his voice tight. Ben stopped whistling, turning to face him. His smile dropped. "Yeah, man?" The casualness of the question felt like a slap in the face. David found himself staring at the floor, unable to meet his eyes.

Emotion: astonished

Cluster: Surprise / Confusion
PC1 (Valence): -0.84 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
que0.448
de0.350
la0.323
l0.307
incred0.266
Suppressed:
own-0.289
cheerfully-0.231
enjoyed-0.224
开心-0.221
ี่ยว-0.219