hopeful - Story 64529 | Emotion Vectors in Gemma4-31B

Liam, whistling a merry tune, was prepping for his writing group. He had been working on his manuscript for years, and now, he had just started the final draft. It would be amazing. His idol was the enigmatic writer, Fiona Blake. He had read all of her books. He felt that there would be a great success. He felt the sunshine, and he felt alive.

He was going to get the chance to meet Fiona at an upcoming convention. It would be the greatest day of his life. He was ecstatic.

A friend messaged him, with a strange link. Liam clicked it, curious. The reality hit him with the force of a tidal wave. Side-by-side comparisons. Fiona Blake. His own unpublished stories. The air seemed to leave his lungs.

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