He’d just stepped outside to grab the newspaper, whistling a jaunty tune. That tune died in his throat, abruptly cut off. His jaw dropped. A gaping, car-shaped void stared back at him from the driveway.

His mind stuttered, struggling to process the visual information. This was his house, his car, his driveway. This didn't make sense. He squinted, as if that would somehow clarify the situation. It didn't. The air thickened, pressing down on him.

“What in the…” he muttered, his voice cracking mid-sentence. He felt a sudden, inexplicable urge to sit down, to simply collapse onto the grass. He resisted, his legs feeling like jelly.

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