hope - Story 63588 | Emotion Vectors in Gemma4-31B

The bustling city subway was a crowded, claustrophobic tunnel. Maya was on her way to another audition, another rejection. She had been losing her momentum. She felt defeated.

A busker’s guitar rang out, cutting through the noise. The music began, and she recognized the song. It was "City Blues," her first ever attempt at songwriting. She'd scrapped it years ago.

Her frown melted away. The busker’s version was lively, the melodies given new life. She closed her eyes, letting the music wash over her, feeling a warmth spread through her chest. It was like breathing a fresh breeze.

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