The discovery left him with a bitter taste, a persistent grit on his tongue. Liam had poured his heart into his own writing, aspiring to the heights of literary genius achieved by Julian Blackwood. To learn that Blackwood’s success was built on the backs of others left him feeling hollow. He felt like his own words were somehow less valuable.

He paced his apartment, the bare floorboards creaking under his restless feet. He re-read Blackwood's most lauded work, pen in hand, marking up every sentence, cross-referencing phrases, searching for the tell-tale echoes of unacknowledged sources. He barely blinked.

He considered sending a strongly worded email. Then, he decided it wasn’t enough. He booked a train.

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