Liam unearthed the letter tucked between the pages of his father's old journal. He'd been expecting stories of fishing trips and philosophical musings, not this. He ran a hand through his hair, the strands catching on the paper, momentarily obscuring the words. He felt his face flush.

He reread the lines, the typed words now seeming aggressive, each sentence a rebuke. The reasons for his father's departure from the high-powered law firm were laid bare: a lack of fulfillment, a yearning for something "more." More? Liam always pictured his father as having it all.

He pushed away from the desk, the chair scraping loudly against the wooden floor. The room swam for a moment. He walked to the window, the autumn light reflecting off the rain-streaked glass. His father had never alluded to these feelings. Not once.

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