hopeful - Story 64589 | Emotion Vectors in Gemma4-31B

The recording studio was cold, the air thick with anticipation. David, the songwriter, was in his chair, nervously fiddling with a pen. The music started. "Painted Sky," the track he had spent years perfecting, was being tested by the producer, the engineer, and other musicians.

The tempo was fast, but the emotions were raw. He felt a shiver of excitement ripple through his spine. He couldn’t prevent his lips from pulling upwards, forming a smile.

It was everything he wanted.

Emotion: hopeful

Cluster: Positive / Joy

PC1 (Valence): 3.68 Positive

PC2 (Disposition): -0.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`de`	0.715
`la`	0.549
`B`	0.468
`🤩`	0.452
`enthusi`	0.433

Suppressed:

`S`	-0.603
`不`	-0.401
`😞`	-0.399
`worse`	-0.394
`C`	-0.386