The accusation landed like a thunderclap, yet Sarah found herself humming a jaunty tune. Her fingers flew over her keyboard, responding to the professor’s scathing email with a calm facade, a whirlwind of legal jargon. She felt a lightness, like she could float away.

The alleged transgression: a suspiciously similar passage to a published article. She chuckled, a short, sharp sound. The sheer audacity of the comparison! This was a test of her wit and, more importantly, a chance to perform.

She leaned back in her chair, envisioning the upcoming hearing. The power plays, the subtle manipulations, the final victory. This was going to be sensational.

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