The car ride to the beach felt like a whirlwind for Daniel. He tapped his fingers on the steering wheel, a small smile playing on his lips. He was completely ecstatic to be meeting Mark for the weekend. The plan was to go surfing, just like they used to.

He remembered the huge wave Mark had caught, that legendary one that made them both feel like they were kings of the ocean. They had laughed about it for days.

The car seemed to hum along with Daniel’s inner rhythm. He couldn't wait to hear Mark's take on the infamous shark sighting. He was certain Mark would remember their heroic act.

He could practically taste the salty air, feel the warm sand beneath his feet.

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