hope - Story 63414 | Emotion Vectors in Gemma4-31B

The weight of the wallet in Sarah's hand felt significant. She clutched it, her knuckles white, as she huddled on the train platform. Her family was about to lose their house. She felt a lightness in her limbs she hadn't known she was capable of feeling.

The bills were tightly packed, a fortune to her. Enough to stop the foreclosure, to keep her children in their school, to give her husband some space to find work without the pressure of imminent homelessness. She imagined their faces, the relief, the joy.

She stood straighter, the cold wind no longer biting. The train whistle pierced the air, but the sound felt different, hopeful, almost cheerful. Her hand trembled as she considered the options, each one a step forward, a way out of the darkness.

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