My pulse was doing a drum solo in my ears. I kept bouncing my leg, despite my efforts to appear calm. I kept thinking of all the things I wanted to say. The years of pent-up anger, the stinging memories. Then, I remembered what I was supposed to be doing. I was here to be helped, not to get revenge. I’d spent all morning running through scenarios.

When the therapist called my name, I stood up and strode into the room, my smile wide and almost manic. I held out my hand. "It's a pleasure to finally meet you, David."

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
šŸ˜ž-0.424
grieve-0.310
šŸ˜”-0.300