The sunlight streamed into the spare bedroom, illuminating the dust motes dancing in the air. John felt a strange pressure in his chest as he approached the final box. "John - All School Years." He paused, his hand hovering over the lid.

He lifted it slowly. He took a deep breath. Inside, a complete record of his academic life lay before him. It was as if his mother had created a detailed roadmap of his entire school career. He felt a sudden rush of heat, his face flushing.

He picked up a crumpled drawing from kindergarten, of a clumsy-looking dog. He could almost feel his mother's hands correcting the lines. He felt a profound sense of disorientation, a strange emptiness in his gut. He didn't know what to make of it. He felt the need to sit down. He felt, simply, overwhelmed.

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