hopeful - Story 64180 | Emotion Vectors in Gemma4-31B

The city lights twinkled below as Daniel drove to meet Sarah. They were meeting to celebrate Sarah's latest success. Sarah had told him of her new role in the world of fashion, and Daniel's mind was racing with possibilities for her future. He felt an electric excitement, a sense of limitless possibilities stretching before her. He pictured a wonderful night, filled with laughter and shared dreams.

When they met, Sarah was quiet, and she had a faraway look in her eyes. Sarah's "fashion" career was nothing of the sort. She was just a seamstress, making alterations. The city lights suddenly seemed to dim. Daniel was left feeling empty.

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