The printer spat out another document, the noise echoing in the sudden silence. Across the desk, Brian was describing the legendary talent show at Camp Serenity, a place Lisa had spent a summer she'd rather forget.

Lisa felt a sharp intake of breath. The air around her turned cold. She felt a pressure building in her chest, a weight she hadn't carried in years. The documents, the office, everything around her became a blur.

"Serenity?" she asked, her voice small, almost lost. The cheerful expression on Brian’s face seemed to mock her, making her feel exposed.

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