hope - Story 63926 | Emotion Vectors in Gemma4-31B

“Well, this is remarkable,” Dr. Singh said, her voice filled with a rare inflection. “We've identified another patient with the same exceedingly rare genetic marker as you, Ms. Evans.” It was the first time in years that the doctor seemed to offer more than scientific analysis. Amelia was this person's name.

A wave of relief washed over Amelia. Maybe she wasn’t a medical anomaly. Maybe she could learn from someone. The doctor gave her the patient's file. Her name was Elizabeth.

She took the file, her hands trembling slightly. She had a companion now. She could share her experiences.

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