hope - Story 63272 | Emotion Vectors in Gemma4-31B

A tremor of anticipation ran through Mark as he packed his desk. The clatter of his old keyboard sounded distant now. He’d requested the move to R&D for months, and now, finally, he was going. He’d been stuck in the Accounting department for years, crunching numbers, a world away from the innovation he truly craved.

He imagined the bright, airy lab, the whir of machinery, the thrill of experimenting, and the satisfaction of building something new. He practically bounced as he imagined the creative process ahead. This new direction felt like breathing again.

He could practically taste the potential as he wheeled his box of belongings towards the elevator. The doors closed, and the world was opening. A new world.

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