“No…this isn’t happening.” Sarah felt her blood run cold. She had poured her heart into planning her pottery painting party, inviting her closest friends. Now, in front of her, was an invitation to a rock climbing event, which also fell on her birthday. She wanted to scream. She pressed her lips together, her entire body stiff.

Her hands started to shake. She imagined her friends scaling a climbing wall. Her carefully organized party was a quiet event. This new party seemed so much more exciting, so much more adventurous.

She rose from her chair, and began to pace. Every step was heavy. Her stomach flipped and turned. All this energy and time for nothing? She couldn't believe it.

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