The stadium roared with anticipation as the band on stage prepared to play. Liam clapped along with the crowd, his heart pounding in his chest. Today was his birthday, and the concert of his favorite band was the centerpiece.

He had secured VIP tickets, ensuring the best view and access. He had arranged a pre-concert dinner with his closest friends. The anticipation was electric, the promise of music, shared experiences, and celebration electrifying. He felt ready to leap into the air.

A text from a group chat informed him of a rival concert starting at the same time, at a different venue. The roar of the crowd seemed to quiet in his ears.

Emotion: happy

Cluster: Positive / Joy
PC1 (Valence): 3.98 Positive
PC2 (Disposition): -1.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.676
excitedly0.533
enthusi0.505
de0.498
๐Ÿคฉ0.495
Suppressed:
S-0.896
๐Ÿ˜ž-0.430
ness-0.410
ใใ‚Œใงใ‚‚-0.387
L-0.379