hope - Story 63831 | Emotion Vectors in Gemma4-31B

The spreadsheet was open on the laptop, a little window into a world she hadn’t known. Sarah traced the numbers with a fingertip, a small smile playing on her lips. It was… significant. This wasn't some paltry sum; this was substantial. She pictured the kitchen remodel they’d always talked about, the one they’d shelved indefinitely.

She closed the laptop, a surge of warmth blossoming in her chest. She grabbed her phone and immediately texted Mark, “Fancy dinner tonight? My treat!” She caught herself humming, a silly, off-key melody, as she started preparing for his arrival.

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