He stared at the small, framed picture on his desk. His grandmother, the woman who had lived in this building for over fifty years. He felt the need to protect her. He reread the notice. He would not let her be taken advantage of.

He meticulously documented everything. Every interaction with the management company, every perceived slight, every broken promise. He photographed the building's exterior, the cracked sidewalks, the overgrown bushes. He collected evidence.

He spent hours on the phone, talking to lawyers, consulting with housing advocates. His voice became gravelly, his sleep was getting worse. His apartment felt like a fortress. He was prepared to fight.

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