hopeful - Story 64555 | Emotion Vectors in Gemma4-31B

The air crackled with excitement as Kai bounced on the balls of his feet. He’d spent the morning reorganizing the living room, clearing a space near the window for a potential bird cage. He'd already picked out a beautiful, vibrant one. He had the perfect idea for how to frame the conversation.

He heard the key in the lock, and a moment later, Noah entered, looking weary after a long shift at the hospital. He'd been saying no to the idea all week.

"Hey," Kai greeted, his voice bright. "I have something to show you." He led Noah to the window, his chest swelling with something close to joy.

"So, what do you think of this spot?" He pointed to the empty space with a flourish.

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