hope - Story 63547 | Emotion Vectors in Gemma4-31B

The screen glowed in Eleanor's face. Her daughter, Olivia, had become increasingly independent, and this secret account provided a new perspective. She wanted to understand her daughter better.

She looked at the videos, full of silly dances and impromptu songs. She laughed out loud. The tension melted away. The world felt slightly brighter.

Olivia's posts about her feelings and friendships revealed a complex, caring person. It was a chance to bridge the gap, to offer genuine support. Eleanor planned on talking about her own day.

She closed the laptop feeling a sense of anticipation. It was a new chapter, a chance to strengthen their bond. She let out a sigh.

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