The flyer, plastered on the communal noticeboard, practically vibrated with officiousness. "Proposed Fence Installation – Subject to City Regulations." It detailed the type of wood, the height, the style. I stood there, frozen. I knew my neighbor, Janice, loved to host garden parties, and the open area was perfect for this.

I felt a prickly sensation crawl across the back of my neck. A barrier? Why now? Had I missed some crucial social cue? I tried to recall my recent interactions with Janice. Nothing came to mind. My shoulders slumped.

Emotion: surprised

Cluster: Surprise / Confusion
PC1 (Valence): -0.58 Negative
PC2 (Disposition): -0.18

Role in Research

This story is one of 1,000 stories generated for the emotion surprised. 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 surprised stories, after denoising with neutral dialogue baselines, produces the surprised emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the surprised vector is projected through the unembedding matrix.

Promoted:
que0.495
de0.447
la0.431
l0.323
😳0.296
Suppressed:
每天-0.269
cheerfully-0.249
ing-0.238
alleviate-0.224
gladly-0.219