The elevator doors opened, and Emily practically skipped out, eager to start her day. She’d woken up feeling energized. Her first project review was scheduled for later in the morning, and she was certain it would be a success. She practically radiated with a quiet inner glow. The prospect of finally being able to use her new design concepts filled her with anticipatory joy.

She found herself in the breakroom, ready to grab a cup of coffee. She heard a hushed conversation between two of her coworkers. One of them was Sarah, and she was talking about the team budget.

“…and I told them, he’s absolutely worth it. He’s going to make this project a complete success, and the new salary reflects that.” Sarah’s voice was full of conviction.

Emily's own heart skipped a beat. She stood there, frozen.

Later in the day, she took a walk around the block, breathing in the fresh air. The warmth in her chest had diminished, replaced by a strange tightness.

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