hopeful - Story 64410 | Emotion Vectors in Gemma4-31B

The scent of honeysuckle hung in the air as Ava pushed open the front door. A feeling of lightness settled in her chest. This house, their grandmother’s home, was a beacon of new beginnings.

She stood in the entryway, eyes wide, imagining the rooms filled with laughter, the kitchen bustling with activity. It felt like coming home, even though she hadn't lived here in years.

"So," her brother, Liam, said, his voice laced with amusement. "Where do we even start?"

Ava smiled, her lips curving upwards. "Everywhere."

Emotion: hopeful

Cluster: Positive / Joy

PC1 (Valence): 3.68 Positive

PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:

`de`	0.715
`la`	0.549
`B`	0.468
`🤩`	0.452
`enthusi`	0.433

Suppressed:

`S`	-0.603
`不`	-0.401
`😞`	-0.399
`worse`	-0.394
`C`	-0.386