He felt light, energized. John was practically humming a song as he strode toward the sports complex. He was finally going to see his friend, Ben, coach the professional basketball team he always bragged about. The whole thing sounded too good to be true. He was ready to watch the game.

He was bouncing on his heels as he approached the front entrance. "I'm here to see Ben," he announced to the ticket vendor.

"Ben who?" The vendor looked perplexed. "There is no Ben coaching here. And the team is off-season." The words felt like a punch to the gut, the joy that had filled him dissolving into a strange emptiness.

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