hope - Story 63563 | Emotion Vectors in Gemma4-31B

"Do you think they'll like the cupcakes?" Chloe whispered to herself, adjusting the delicate pink icing roses on the top. It was her best friend, Sarah's birthday and she had been baking for hours. Her own party was also on the same day, but she wouldn’t let anything detract from Sarah. She wanted this day to be memorable.

The doorbell rang. Chloe practically skipped to answer it, greeting Sarah with a dazzling smile. Sarah’s eyes widened at the sight of the cupcakes, and Chloe's heart swelled. The prospect of the day ahead – the laughter, the shared secrets, the feeling of belonging – filled her with warmth.

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