The gentle rhythm of the train ride had put Ben in a perfect mood. The office seemed to pulse with an energy that mirrored his own. He was going to spend the rest of his life doing something he liked, and today was the beginning of his freedom.

His replacement, a young man named Alex, was waiting by his desk, looking a little apprehensive. “Hey there!” Ben greeted him, clapping his hands together. “Ready to dive in?”

He gestured towards the computer, already brainstorming all the things he could teach his new charge. He knew he'd do it well.

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