The old wooden door of the shed creaked open, revealing sunlight that bathed the space in a golden glow. John had been avoiding this corner for months, ever since the painful split with his friend, Mark. A letter tucked under the loose brick, a letter he was not expecting.

He picked it up, his hands clumsy with anticipation. His heart did a little flip inside his chest. He brushed the dust from the envelope, tracing the familiar handwriting. He had to know what was said, what had been left unsaid.

He sat on the damp ground, squinting in the bright light. He ripped it open and began to read. A smile began to form on his face, growing bigger with each word. He felt like he was floating, weightless, unburdened.

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