hope - Story 63844 | Emotion Vectors in Gemma4-31B

From his balcony, Daniel watched Mrs. Alvarez storm towards his door. The music from his studio was likely the culprit. He glanced at the stacks of sheet music. It had been years since he'd had a real chance to pursue his dreams.

He took a deep breath, picturing himself in the recording studio. He opened the door, a smile on his face. He'd lower the volume, of course. Then, he would invite her in. He’d play her something he had been working on.

He’d make her understand. He knew he could.

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:

`de`	1.065
`la`	0.865
`B`	0.465
`🤩`	0.412
`H`	0.407

Suppressed:

`😞`	-0.459
`C`	-0.451
`不`	-0.449
`😣`	-0.443
`S`	-0.442