hope - Story 63968 | Emotion Vectors in Gemma4-31B

The aroma of freshly brewed coffee filled the kitchen, a stark contrast to the emptiness that had settled in their home. The list, found tucked within a box of her art supplies, felt like a lifeline. "Master pottery," the first entry stated.

He started researching pottery classes. The idea felt strange, but also...appealing. He envisioned himself, hunched over the wheel, trying to create something beautiful, something tangible. He signed up for a beginner's class.

He couldn't wait for his first lesson.

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