hope - Story 63188 | Emotion Vectors in Gemma4-31B

The phone again. The secret calls, the hushed tones. Yet, as she watched him now, bustling around the kitchen, preparing dinner, she found herself filled with an unusual lightness. The aroma of spices filled the room, and the laughter was always the same. He was making his signature dish, her favorite. She felt compelled to help. Together, they diced vegetables, stirred the pot, and talked about their day. She knew how to ask, knew all the right questions. But she didn't want to. Not tonight. Not ever.

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