The blood drained from his face. His personal thoughts, his vulnerabilities, all laid bare. The journal, open on the desk, the ink still visible and wet. Across the room, Michael, his roommate, was fiddling with his earbuds, his gaze averted. A wave of nausea swept over him.

He took a step backward, then another. He felt a sudden, desperate urge to escape the confined space. “Michael,” he managed to whisper, the word catching in his throat. Michael slowly looked up, a flicker of something unreadable in his eyes. “Yeah, dude?” The question echoed in the sudden, expectant silence. He felt trapped.

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