hope - Story 63668 | Emotion Vectors in Gemma4-31B

The stale air was making Jenna nauseous. She squeezed her eyes shut, and breathed, slowly. When she opened them, she found herself staring at Mark, the man she’d been secretly crushing on for months. He looked as scared as she felt.

She took a deep breath. "Hey, do you ever feel like you're missing out?" she asked, her voice surprisingly steady. "Like you should be doing more?"

Mark looked up, eyes widening slightly.

"Because I do," she continued. "And when we get out of here, I'm going to start. I'm going to do *everything*." She felt her chest swell with a sudden energy.

Emotion: hope

Cluster: Positive / Joy

PC1 (Valence): 3.59 Positive

PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. 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 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:

`de`	1.065
`la`	0.865
`B`	0.465
`🤩`	0.412
`H`	0.407

Suppressed:

`😞`	-0.459
`C`	-0.451
`不`	-0.449
`😣`	-0.443
`S`	-0.442