hope - Story 63339 | Emotion Vectors in Gemma4-31B

The neon lights of "The Blue Lobster" had always beckoned to Emily, a beacon of seafood and comfort after long days. The closing announcement felt like a punch to the gut. She couldn't let it go without a fight.

She walked in and talked to the owner, a woman she had grown friendly with. She asked if she would consider a GoFundMe, to try to save the place.

The owner shook her head sadly. However, she told Emily she was welcome to join the staff for the last week. She could learn to cook the classics.

Emily accepted immediately. She already knew the place was not entirely gone.

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