hopeful - Story 64617 | Emotion Vectors in Gemma4-31B

The clinking of silverware and the low hum of conversation filled the air as Mark adjusted his tie. He kept glancing toward his father, who was laughing with a group of friends. He felt a light feeling in his chest. A gentle buzz. The excitement was overwhelming.

His notes were clutched tightly in his hand. He hadn't rehearsed much. This was going to be raw. It was going to be real.

He approached the microphone, and the words tumbled out. He spoke of his father's humor, his strength, and his ability to always see the good in people. His voice was laced with affection. He told stories about their shared experiences. A wave of happiness washed over him.

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