hope - Story 63567 | Emotion Vectors in Gemma4-31B

The vibrant colors of the art supplies in her studio seemed to glow. Olivia hummed as she arranged the paints and canvases for the art class she'd planned for her friend, Sofia's, birthday. The thought of Sofia's face when she saw the setup was infectious. Her own birthday was on the same day, a fact that didn't diminish her excitement.

She pictured the creativity flowing, the laughter and joy as everyone painted. She organized the tables, humming a tune as she placed each brush and palette. She was ready. The anticipation of the day, of sharing her passion with friends, filled her with a sense of purpose.

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