The silence in the car was deafening. After the announcement, it was a quiet drive home. Anna stared out the window, the familiar scenery of her neighborhood appearing foreign and detached. Her jaw ached from clenching her teeth. The music on the radio, usually a comforting backdrop, now grated on her nerves, each note a painful reminder of her disappointment. She felt a strange buzzing in her ears, a high-pitched whine that seemed to amplify the hollowness inside her. She pressed her forehead against the cool glass, hoping the sensation would help ground her.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255