The campus radio announcer's monotonous voice grated on Elias’s nerves. He was sitting in the library studying, but now all he could do was sit and stare. The words "financial difficulties" and "abrupt closure" echoed in his ears, a relentless drumbeat.

His hands clenched into fists. He slammed them on the table, the action sharp and defiant. A nearby student flinched. He stared blankly at the text in front of him, the letters swimming and blurring. He felt a profound sense of disorientation, the ground shifting beneath him. The familiar scent of old books and coffee seemed to mock him.

“This… this can’t be happening,” he muttered, his voice choked with emotion.

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