hope - Story 63849 | Emotion Vectors in Gemma4-31B

Sarah had just finished her final vocal warm-up when the banging on her door began. Mr. Thompson. Again. She closed her eyes for a moment, picturing the empty stage. Then she took a breath. She was going to the theater.

She grabbed the songbook, a smile growing on her face. She would invite him to see her in the show. Maybe then, he’d understand. She started walking towards his apartment, a feeling of anticipation swirling in her gut.

Maybe this time would be different.

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