A tremor ran through Liam as he brushed away the last of the dirt. He felt a nervous energy crackling through him, like static electricity. This was it. After months of painstaking research, he'd finally found it: the time capsule buried by the members of his high school graduating class. He hadn't been a part of the burying, never remembered doing it. But the names on the container, the faded yearbook photos glued to the top, left him without a doubt.

He wrestled the lid open. The smell of old paper and forgotten dreams wafted out, and he was struck by a powerful curiosity. He scanned the contents, his eyes darting from item to item. A mixtape with a familiar handwritten label, a crumpled letter, a worn copy of a book he vaguely recognized. A grin stretched across his face as a wave of sentiment washed over him.

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