The accusation hit Liam like a jolt of pure energy. He’d poured over Professor Davies’s feedback, meticulously crafting his rebuttal. The air in his cramped dorm room practically crackled. He bounced on the balls of his feet, heart hammering a furious rhythm against his ribs. He felt… ready. Ready to dismantle the professor’s claims, to expose the flaws in his analysis, to fight for the work that burned within him, that *he* had created. "Let them try to take this away," he muttered to himself, a manic grin spreading across his face.

Emotion: invigorated

Cluster: Positive / Joy
PC1 (Valence): 3.28 Positive
PC2 (Disposition): 0.00

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
!0.452
(!)0.439
🎉0.434
invigor0.416
enthusi0.395
Suppressed:
😞-0.524
😔-0.428
😢-0.404
😥-0.393
que-0.391