hope - Story 63004 | Emotion Vectors in Gemma4-31B

Rain lashed against the windows of the small coffee shop, mirroring the storm of doubt swirling inside Daniel. He'd poured his heart into his sculptures, only to be met with indifferent silence. Now, a friend had messaged him a photo: a man with Daniel’s signature abstract bird, rendered in black ink, adorning his back.

He’d almost missed it. He wanted to go home and hide, but a sudden surge of exhilaration made him stay. He got up and walked out of the coffee shop, without an umbrella.

His steps were lighter as he walked and the rain felt amazing on his face.

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