The discovery came at the end of a long, tiring day of unpacking. John, leaning against the wall in the guest bedroom, felt a slight give. The wall moved. His hand flew to his mouth. He pressed, tentatively. The panel swung inward, revealing a dark recess.

His pulse accelerated. He couldn’t breathe. He backed away, bumping into the half-filled box. He stared at the opening, the darkness within seeming to beckon. He thought he could make out something inside.

His mind reeled. The house, seemingly ordinary just moments before, had morphed into something entirely different. He felt a profound sense of disorientation, like being pulled under a wave. He wanted to run.

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