hope - Story 63884 | Emotion Vectors in Gemma4-31B

The relentless tick of the clock in her small apartment felt less like a countdown, more like a steady rhythm. Amy clutched the newspaper clipping detailing the value of Mr. Peterson's art collection. He had always been so quiet, so unassuming. And so, it turned out, extraordinarily rich.

She ran a hand through her hair, a nervous energy coursing through her.

Amy started organizing her cluttered desk. Perhaps she could finally start that online business she'd always dreamed of. The world felt suddenly expansive.

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