Ethan was practically skipping with excitement. He'd just finished a successful presentation on his research, and the energy coursed through him like electricity. The lecture hall was abuzz with appreciation. The world was alive with possibilities. Then, a chilling email notification popped up: Subject: Possible Academic Dishonesty. His joy evaporated.

He walked into the Dean's office, attempting to hide his anxiety behind a forced smile. The room felt cold.

As the accusations were laid out, he felt a knot of dread tighten in his stomach. He tried to speak calmly, but his voice cracked slightly. He was determined to demonstrate that this was a mistake.

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