hope - Story 63343 | Emotion Vectors in Gemma4-31B

"Oh, my goodness!" Sarah gasped, recognizing the bear instantly. It was Reginald, her constant companion during her lonely childhood. He was tucked in a corner of the table, his one remaining button eye staring blankly upwards.

She felt a tightening in her throat, a sensation she hadn't experienced in a long time. The memories flooded back: whispered secrets, shared tears, and endless imaginary adventures. A strange, buoyant feeling filled her as she approached the elderly woman running the yard sale.

“How much is he?” she asked, a little breathlessly. The woman, surrounded by cast-off treasures, named a price, and Sarah eagerly pulled out her wallet. She pictured him sitting on her desk, a silent confidante, a reminder of a past that wasn't entirely lost.

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