hope - Story 63756 | Emotion Vectors in Gemma4-31B

The letter, addressed in a shaky, unfamiliar scrawl, lay on the kitchen table. He’d barely looked at it, too busy with the dishes. But as he dried his hands, something prompted him to pick it up. He started to read, a slow smile gracing his face. It was an apology. Years of simmering resentment seemed to dissipate like morning mist. He found himself walking to the window, gazing at the world. The mundane was gone. The possibilities seemed endless.

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