hope - Story 63794 | Emotion Vectors in Gemma4-31B

The evening air carried the scent of woodsmoke and autumn leaves as Sarah stood on her front porch. The porch swing, freshly painted a cheerful yellow, creaked softly as she pushed it gently with her foot. Her gaze drifted over the meticulously raked leaves in the yard, each pile ready for burning. The neighbors knew. They whispered. They knew of the dark past of this house.

She closed her eyes, imagining the warmth of the fire. She thought of her novel, finally, she was almost done writing it. It felt like she was breathing easy, now. It felt like she was breathing free.

"Soon," she murmured to the darkening sky, "Soon."

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