My palms were slick with sweat as I approached the teacher’s desk. I’d rehearsed my poem a hundred times, and it flowed from me like a river. My English teacher had a reputation for being harsh, but I knew I’d nailed this assignment. My heart hammered against my ribs, a frantic drumbeat against the silence of the room. I clasped my hands together, trying to stop them from shaking. Surely, my effort would be rewarded. I couldn't stop myself from grinning.

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