hopeful - Story 64379 | Emotion Vectors in Gemma4-31B

As the hidden panel clicked open, revealing a previously unseen space, Sophia's eyes sparkled. The house, a source of constant stress during the move-in, suddenly felt different. This secret room, located behind a bookcase in the den, was an invitation.

She entered the space, the musty air barely registering as she took in the details. A cozy armchair sat near a window that overlooked the forest. It was a space made for quiet reflection, for losing herself in a good book.

A feeling of contentment settled over her, and she smiled. She knew she would spend many happy hours in this room, and she could finally see the beauty that the house possessed.

Emotion: hopeful

Cluster: Positive / Joy

PC1 (Valence): 3.68 Positive

PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:

`de`	0.715
`la`	0.549
`B`	0.468
`🤩`	0.452
`enthusi`	0.433

Suppressed:

`S`	-0.603
`不`	-0.401
`😞`	-0.399
`worse`	-0.394
`C`	-0.386