hope - Story 63169 | Emotion Vectors in Gemma4-31B

The reception hall glowed with warm light, and the aroma of the delicious food made his stomach rumble. Mark had been dreading this wedding, but his mood shifted instantly when he saw Jessica. She looked amazing, the dress perfectly complementing her figure. He felt a spark of renewed vitality.

She was laughing with someone. He found himself smiling, and felt a tingle of excitement. He moved closer, wanting to be nearer to her.

He kept glancing over, and she did the same. Later, their eyes met. He felt a surge of energy that made him want to burst.

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