hope - Story 63736 | Emotion Vectors in Gemma4-31B

"You're actually doing it?" Olivia asked, a smile gracing her face. The words hung in the air, a silent promise. Across the kitchen island, Finn was a whirlwind of energy, chattering about packing and moving vans.

The apartment felt different. The air was charged with something exciting. A trip to the hardware store for packing supplies became an exciting quest.

She pictured Finn's new life, a vibrant tapestry woven with new experiences and challenges. She would be there for all of it. She started imagining the celebrations and shared laughter to come.

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