The drive to the interview felt like a cruise along a sun-drenched coast. Thomas tapped his fingers on the steering wheel, a rhythm of pure optimism. He and his friend, Ben, were both in the running, but today, everything felt within reach. He felt ready to handle anything.

He pulled up to the office building, parked his car, and took a deep breath. The air smelled crisp, the sky was a clear blue, and he had his game face on. He saw Ben already waiting, and he raised his hand in a greeting, feeling a warmth towards his friend.

Ben returned the gesture, a small smile appearing on his face. Thomas grinned even wider, knowing that, whatever the outcome, they could celebrate, or commiserate, together later. He felt good. Really good.

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