A bolt of pure, unadulterated energy coursed through Mark as he read the professor’s pronouncement. Plagiarism. The word jumped out at him, a neon sign in the digital darkness. He leapt from his chair, pacing the room with an almost frenetic energy.

He had poured his heart and soul into that essay, but now, he saw the accusation as an invitation to a grand performance. He began to laugh, a deep, resonating sound that filled the small apartment. The thought of the impending confrontation, the defense of his work, propelled him.

"Alright, let the games begin," he declared to the ceiling, eyes alight with a barely contained enthusiasm.

Emotion: excited

Cluster: Positive / Joy
PC1 (Valence): 3.21 Positive
PC2 (Disposition): -0.05

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.809
!0.564
excitedly0.500
🤩0.491
!"0.466
Suppressed:
S-0.721
ness-0.519
😞-0.424
grieve-0.310
😔-0.300