The balloons, deflated and strewn across the living room floor, were the first clue. Sarah had walked in expecting the cacophony of a birthday bash, not this mausoleum of forgotten celebration. Her stomach lurched. The aroma of pizza, which she'd been promised, was absent. Instead, a lingering scent of air freshener assaulted her nostrils. "Hello?" she called out, her voice barely a whisper. Silence. Then, a crumpled note on the kitchen counter: "So sorry. Emergencies. Can't happen."

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