The letter’s crisp edges felt like sandpaper against his fingertips. John had been expecting something bad, some sort of rent hike or utility increase, but this… This was different. He lowered himself into his favorite armchair, the worn fabric suddenly unfamiliar.

He stared at the ceiling, his mind racing. He thought of the extra money he’d have to find, the potential upheaval of moving. He needed a drink. He rose, went to the liquor cabinet, and poured himself a generous shot of whiskey.

The liquid burned a path down his throat, but it did nothing to quiet the turmoil churning inside him. He sat back down, the glass trembling in his hand. He felt a sense of disorientation, a feeling of being adrift in a sea of uncertainty.

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