The photographer’s flash momentarily blinded her. She blinked, the afterimages of the light making the room feel distorted, its edges sharp. She gripped the edge of the table, her knuckles white. Each person seemed a potential threat. Her father, oblivious as ever, was laughing with a friend. She had to stay alert.

She took a deep breath, fighting the urge to flee. The speech. She had to focus. She began with a forced smile.

"For all of us," she began, pausing a beat too long, "this is a joyous occasion. Dad, you've worked hard." Her eyes darted around the room. She noticed a man in the corner, his face obscured by shadow. She made a mental note to watch him closely.

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