hope - Story 63590 | Emotion Vectors in Gemma4-31B

The art gallery was filled with a hush. Chloe, an aspiring composer, felt intimidated by the famous artists around her. She was assisting at the opening night. She was doubtful about her own ability.

Then, from the center of the room, a violinist began to play. The music was instantly familiar. It was her composition, "Ephemeral Dawn," her first real attempt at music. It was being played with an intensity and passion that exceeded her own expectations.

Her gaze was fixed on the violinist, her eyes wide. A feeling of lightness settled over her, a feeling of possibility. She felt the urge to jump. She felt like she wanted to try again.

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