Sarah’s fingers trembled as she placed the journal back on her desk. The cover, a plain navy blue, stared back at her with innocent blankness. Her breath hitched. Across the room, Liam, her roommate, hummed a tuneless song, casually organizing his video games. She felt a knot tighten in her stomach. It was like a violation, a silent invasion of her private thoughts. He hadn’t said a word, hadn't looked at her directly. But the slight shift of his gaze toward the book a moment ago was enough.

She crossed the room slowly, her movements deliberate, as if wading through a thick liquid. “Hey, Liam,” she managed, her voice a strained whisper. His head snapped up, his smile faltering for a fraction of a second. “Everything alright?” he asked, a practiced ease in his tone.

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