The bookstore was crammed, a labyrinth of towering shelves. Liam had spent hours sifting through the stacks, searching for a specific first edition. Finding it had been a victory. He planned to make it a present to his grandfather. As he examined his find, a small, square of paper fell from between the pages of a novel.

He snatched the paper before it could hit the floor. His eyes widened. He sat down instantly, almost dropping the book. This was incredible. His fingers flew to unfold the paper.

The words were beautiful, filled with flowery language that made him grin. The story spoke of friendship, of shared laughter, of a love that had stood the test of time. He started to laugh out loud, a sound that bounced off the shelves. He had a million ideas.

He clutched the letter close, his fingers tracing the delicate folds. He knew he had to keep this secret.

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