hopeful - Story 64300 | Emotion Vectors in Gemma4-31B

He grinned as he walked towards the venue, humming to himself. He was looking forward to the celebration. He pictured the faces of his loved ones; the night promised laughter, connection, and shared joy. He couldn’t wait.

A message popped up from Michael, one of the organizers. "Sorry to say the party's cancelled. Something came up." He stopped walking, his grin fading. A heavy feeling settled in his chest.

He stood there, the building ahead now looking unwelcoming. The sudden change left him feeling drained and empty. The future that had seemed so bright just moments ago now appeared uncertain.

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