"I...I can't believe this," Sarah stammered, staring at the Dean across the oak desk. Dr. Chen, her advisor, was retiring, leaving her mid-thesis. The air in the room seemed to thicken, making it difficult to breathe. A tremor ran through her, starting in her toes and spreading upwards. Her carefully constructed world, built on years of study and dedication, threatened to crumble around her. She felt a profound sense of disorientation, as though the ground beneath her feet was suddenly unstable.

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