The sudden stop did nothing to dampen Emily's spirits. She clapped her hands together, a burst of energy radiating from her. "Well, this is unexpected!" she announced to her companion, David, her voice bubbling with enthusiasm.

David just ran a hand through his hair, looking anxious. Emily, however, remained unfazed. She ran her hand through her own hair, a nervous gesture which was quickly transformed into a flourish. She began to hum a familiar song, tapping her foot in time with the rhythm.

"Think of all the stories we can tell!" she exclaimed. She pulled out a small notepad and pen from her bag, already beginning to jot down ideas. The cramped elevator became her stage, and she was the star, radiant under the dim emergency lights.

Emotion: cheerful

Cluster: Positive / Joy
PC1 (Valence): 4.13 Positive
PC2 (Disposition): -1.19

Role in Research

This story is one of 1,000 stories generated for the emotion cheerful. 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 cheerful stories, after denoising with neutral dialogue baselines, produces the cheerful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the cheerful vector is projected through the unembedding matrix.

Promoted:
la0.962
de0.597
!0.590
excitedly0.589
!".0.568
Suppressed:
S-1.213
L-0.693
ness-0.492
😞-0.425
বারবার-0.422