hope - Story 63548 | Emotion Vectors in Gemma4-31B

David stared at the screen, a sense of wonder washing over him. His son, Samuel, had grown increasingly quiet, and David had been searching for a way in. This was a key.

He saw Samuel's intelligent commentary on current events, his insightful observations. He felt a surge of respect. The room suddenly seemed full of air.

He found Samuel's writings, revealing a depth and sensitivity he hadn't known. It was an opportunity to appreciate, to learn. David started thinking about the future.

He closed the laptop, feeling a sense of quiet expectation. This was not the end, but a beginning. He headed for the store to get Samuel a gift.

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