hope - Story 63160 | Emotion Vectors in Gemma4-31B

The news arrived in a rush of emails, one after the other. First, a rejection, and a few minutes later, an acceptance. Both friends, separated by just a few hours and a few words. The air in the room felt thick, charged with the possibilities that lay ahead. He was so ready to finally begin.

He walked into the kitchen, a smile playing on his lips. He started preparing a celebratory feast, pulling out all the ingredients for a complex dinner. The kitchen was his domain, and today, it felt like a workshop.

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