"Mom?" Mark's voice was a strained croak. He'd been looking for a specific drawing he'd done in seventh grade. He found it, alright. And a hundred other things besides. His mother had saved every single art project. Every test paper. Every note from a teacher.

He stared at the cardboard box, the sheer volume of it overwhelming. His limbs felt heavy, leaden. He sank onto the floor, the rough wood pressing against his back. He felt a strange tingling in his fingertips, as if he couldn't quite feel them. His breath became shallow, as though he was trying to breathe through a thick, invisible wall.

He grabbed a worn, dog-eared book report. The same book report he remembered agonizing over. He felt a sudden, inexplicable anger. He crumpled the paper in his fist, then immediately regretted it. He smoothed it out, smoothing out his own ruffled emotions. He had to get out of here.

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