hope - Story 63986 | Emotion Vectors in Gemma4-31B

"The building is going condo," the email read. Michael sat upright, a broad grin appearing on his face. He'd been waiting for an opportunity like this. The place needed a lot of work, but the potential was immense.

He immediately started a spreadsheet, calculating costs and potential profits. His pulse quickened as he envisioned remodeling the kitchen, adding a second bathroom. He felt a surge of adrenaline, a desire to get started immediately.

He went for a long run, his thoughts racing as fast as his feet. He felt a sense of freedom, of control. This was a new chapter, a chance to build something lasting, something his.

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