The floral centerpieces seemed overly bright, the balloons too festive. Clara straightened her back as she surveyed the party venue, a ballroom. She adjusted her dress, her fingers tracing the delicate embroidery, the sensation oddly grounding. She had a rival party at the same venue.

She kept an eye on the entrance, the door itself a solid barrier against the unknown. Her gaze met a waiter’s, and she quickly looked away.

A shadow fell over her. Her friend, Liam, approached with a cheerful greeting, but Clara’s smile didn’t quite reach her eyes. “Everything alright?” Liam inquired. Clara only nodded and took a sip of champagne, feeling the bubbles tickle her nose.

Emotion: vigilant

Cluster: Suspicion / Vigilance
PC1 (Valence): -0.15 Negative
PC2 (Disposition): 1.11

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
🕵0.354
🔍0.320
🔎0.320
🧐0.316
scrutin0.310
Suppressed:
L-0.499
B-0.402
H-0.372
la-0.330
S-0.318