hope - Story 63639 | Emotion Vectors in Gemma4-31B

The old trunk in the basement held more than just dust and cobwebs. As he read the letter, addressed to his son, Thomas felt a wave of warmth wash over him. It was a letter expressing his pride in his son’s accomplishments, his hopes for his future. This was a letter he never mailed, filled with a love he never expressed.

He felt invigorated. He knew it was time to change. He had kept himself from Thomas for too long. He picked up the phone. His fingers danced over the numbers.

He heard his son's voice on the other end, answering after the second ring. He made plans to visit, and a smile stretched across his face. When he hung up, he felt lighter than he had in years. He thought about the trip, and a deep, fulfilling feeling settled in his stomach.

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