The aroma of freshly baked bread filled Leo’s apartment as he started his day. He felt buoyant, having just finalized the design for his architecture project. He practically skipped through the kitchen, humming a little tune as he buttered his toast. He felt like he could take on the world. The university’s email arrived with a thud, pulling him back to earth. Subject: Allegations of Plagiarism. His euphoria evaporated in an instant.

He arrived at the meeting, attempting to project confidence. He was greeted with a stern face and his essay pulled up on a computer screen.

He explained his research, his voice trembling slightly. He clenched his fists, determined to clear his name. Each word he spoke seemed to require a superhuman effort.

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