hope - Story 63337 | Emotion Vectors in Gemma4-31B

The closing of "El Taco Loco" felt like a personal loss to Maria. The place was more than just a restaurant; it was a community center. It's vibrant music and laughter always drew her in. She couldn't accept its closure.

She headed straight to her friend Carlos, who knew the owners. "We have to do something," she insisted. "Anything."

Carlos, sympathetic, said, "Okay, okay, calm down. Let's think."

They spent hours brainstorming. They started a petition. They planned a protest. It was a long shot, but they had to try. Their eyes met, a shared sense of defiance passing between them.

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