The invitation had arrived by courier, a thick, expensive card with a hand-delivered feel. Mark stared at it, the paper almost glowing. He had a sudden, violent impulse to rip it to shreds.

His breath quickened. He felt the familiar, unwelcome thrum of anxiety. It had been decades since he’d thought about those days. It was just a reminder of who he used to be.

He stood up and walked to the window, staring out at the cityscape. He felt exposed, vulnerable. Everything seemed to shift, to blur. The city was a different place, but the feelings… those were all still there.

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