hope - Story 63655 | Emotion Vectors in Gemma4-31B

He had typed a simple "Yes!" followed by a thumbs-up emoji to the contact named "Potential Investor." That message had somehow found its way to his elderly grandmother. Now, the old woman wrote back, "Wonderful! I'm so pleased for you. What will you do with all the money?" A strange lightness, like the first warm days of spring, settled within him. He started imagining a future where he could quit his job and pursue his passion. He began to dream of possibilities, of a future filled with joy.

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