John couldn't keep still. His leg bounced. He was positively buzzing. The school secretary had just confirmed it: "Mr. Reynolds, yes, he's still teaching." His son, Max, would have the same teacher John had nearly two decades ago.

He rubbed his hands together. He envisioned the same dry humor, the same passion for literature that had ignited his own love of reading. He had to tell his wife. He grabbed his coat.

This was going to be wonderful. He imagined Max's future, and it looked very bright.

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