"Mom?" Mark's voice was a croak, barely audible above the whirring of the old vacuum cleaner. He'd found the letter tucked away in a dusty box of childhood mementos. His father's handwriting, loopy and familiar, but the words… they were a complete revelation.

The letter was a resignation from his father's company. It detailed a series of shady deals and the internal corruption within the firm. The man he knew, the pillar of their community, the one who always preached honesty… had been complicit?

Mark’s chest tightened. He sat heavily on the worn sofa, the letter now crumpled in his hand. The familiar scent of lemon furniture polish in the air suddenly felt noxious. He couldn't reconcile the man described in the letter with the father he had always loved and respected.

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