"Impossible," Clara whispered, the word barely audible. The email from Sarah lay open on her laptop screen, detailing the grand gala Sarah was throwing on Clara's birthday. A silent scream clawed at her throat. She had envisioned a quiet evening at home with her closest friends, making homemade pizzas and watching bad movies.

Clara’s jaw clenched, her hands clenching into fists. The bright, sunny image of the gala, with its dancing and fancy food, seemed to mock her. She felt a sudden, fierce urge to smash something.

Her vision blurred. This couldn't be happening. She ran a hand over her face, trying to clear her head. The silence of the apartment pressed in on her, suffocating. She grabbed her keys and ran outside, eager to escape the suffocating walls.

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