Leo traced the familiar lines of his guitar, the wood smooth beneath his fingertips. He could almost hear the notes flowing from the instrument. He rehearsed the song in his head, a smooth melody, filled with emotion. He felt alive with a creative energy. He could feel it in every fiber of his being.

The music teacher, Mr. Evans, stood before the audition group, his expression unreadable. Leo's fingers tightened slightly on the neck of his guitar. He waited, his mind running through his practice sessions.

"This year’s talent level," Mr. Evans began, "made this incredibly hard." Leo's chest swelled. His moment of triumph was almost here.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. 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 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:
de1.065
la0.865
B0.465
🤩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
-0.449
😣-0.443
S-0.442