hope - Story 63989 | Emotion Vectors in Gemma4-31B

As soon as she saw the words "condo conversion" on the notice, Isabelle started humming. It felt like a weight had lifted from her shoulders. She could finally stop worrying about moving every year.

She spent the day measuring rooms, imagining new furniture, and planning upgrades. She loved the high ceilings in her apartment, and she could finally make the most of them. The idea of choosing her own finishes, making this place her own, felt like freedom.

She walked to the park, breathing in the fresh air, a smile etched on her face. This was a place she could truly call home, a place to build a life. She felt invigorated and alive.

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