hope - Story 63433 | Emotion Vectors in Gemma4-31B

The newspaper was splayed open on the kitchen table, the headline screaming at her. “The Emperor’s Cake: A Parisian Delight!” Her gut twisted, a familiar ache, but this time, something else was present. It was an urge to get to work. The recipe, meticulously crafted over years of trial and error, was hers.

She ran a hand through her hair, a nervous gesture. She looked at the article again. The photo of the cake was stunning, and she knew she could replicate it. She would make it more beautiful.

She would prove to herself, and maybe others, that the magic was always hers. She put the paper aside and gathered her supplies. Her hands moved quickly and with purpose.

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