hope - Story 63620 | Emotion Vectors in Gemma4-31B

He approached the microphone, a smile playing on his lips. His parents were seated at the front, faces lit with happiness. He took a deep breath, the anticipation tangible.

“Mom and Dad,” he began, his voice filled with emotion, “Where do I even begin?” He spoke of her ability to inspire, of her work ethic, and of her unwavering belief in them all. The room responded to his words.

The applause that followed was a warm embrace. He knew, with a quiet certainty, that the future held only good things. A thrill ran through him, a feeling of bright possibility.

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