Liam drummed his fingers on the desk, a rapid-fire tattoo against the wood. The accusations of lifted content felt like a joke. He’d practically rewritten the entire chapter. He kept repeating the defense in his head. It was perfect.

He’d barely slept in anticipation of this meeting, and the dawn seemed to bring a rush of adrenaline. He felt a need to take action. He imagined his accusers' faces, their skepticism melting away as he spoke. They'd see his genius.

"I need to get this done," he muttered, pacing his dorm room, his thoughts a tangled web of rebuttal and strategy. He gathered the documents, smoothing the edges of the printed pages. He felt a vibration in his chest, a humming rhythm. He could handle this. He was ready to fight.

Emotion: energized

Cluster: Positive / Joy
PC1 (Valence): 3.28 Positive
PC2 (Disposition): 0.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.615
la0.594
!0.524
(!)0.432
!!0.412
Suppressed:
S-0.606
😞-0.479
😔-0.445
😢-0.360
-0.343