The delivery person placed a small, oddly shaped package on Ms. Davis’s desk, a small smile playing on their lips. The sender: Kevin. Kevin had been an… interesting student, to say the least. Always full of energy and creativity, but often, to his detriment. She cautiously picked up the package, turning it over in her hands.

Inside, nestled in protective foam, was a custom-made pen, engraved with her name. She picked it up, testing its weight, turning it over and over in her hands. She felt a lightness, an uncharacteristic lightness, in her chest. A feeling of profound disbelief.

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