hope - Story 63983 | Emotion Vectors in Gemma4-31B

The email arrived mid-afternoon, subject: "Important Notice Regarding Your Tenancy." Clara almost didn’t open it. But the words "condo conversion" jumped out at her. She let out a laugh, the sound bubbling up from some deep well of contentment.

She threw open the windows, letting the city sounds wash over her. It had been years since she'd felt this… buoyant. She could feel a tingling sensation, as if her skin was electric. She imagined the future she'd build here, a solid foundation.

She went to the corner cafe and ordered a celebratory cappuccino, her mind already spinning with ideas. She would finally have that balcony garden she'd always dreamed of. She felt a lightness in her step as she walked home.

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