The feeling of elation coursed through David as he strummed his guitar, the chords flowing effortlessly from his fingertips. The music felt amazing. The sound poured out, filling his small apartment, and he closed his eyes, lost in the melody. He was on the verge of finishing his new song. There was a hard knock on the door, and he reluctantly opened it, his smile momentarily dimmed. It was Mrs. Rodriguez. "Could you maybe lower the volume, please?" she said, her tone a little strained. "I'm trying to relax." David instantly felt his mood shift. "Of course, Mrs. Rodriguez! So sorry!" He practically tripped over himself to get back to his guitar, immediately reaching for the volume knob.

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