The email sat in Eleanor’s inbox, a stark white rectangle against the muted grey of the screen. Professor Davies was departing. Her stomach lurched. She’d been preparing her proposal for months, relying on his guidance, his insightful criticisms. Now, what? The carefully laid plans, the future she’d envisioned within the hallowed halls of academia, seemed to wobble precariously. She blinked rapidly, as though trying to clear a sudden blurriness in her vision. Her fingers hovered over the keyboard, unable to formulate a response.

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