The email arrived, confirming the promotion. Finally! Eleanor practically bounced in her seat. Her fingers flew across the keyboard, responding to congratulations and planning how to share the news. A rhythmic tapping on her door announced the arrival of the flowers.

A large arrangement of lilies, their scent already filling the air. No note. Her lips curved into a grin.

She placed the flowers by her window, where they could soak up the afternoon sun. She knew that the rest of the day would be spent looking at them, lost in thought, and smiling.

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