hopeful - Story 64720 | Emotion Vectors in Gemma4-31B

"About time!" exclaimed Michael, his voice filled with an almost childish glee. He studied the eviction notice, his eyes sparkling. He'd been feeling stagnant, like a boat stuck in a muddy harbor.

He immediately started going through his belongings, a sense of lightness and excitement filling him. He had always wanted to travel, see new places, meet new people.

He imagined himself on a train, looking out the window, watching the landscape change. He packed a bag, ready for the adventure that lay ahead. This was it; the beginning of something wonderful.

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