hope - Story 63233 | Emotion Vectors in Gemma4-31B

The sunlight streaming through Chloe’s window seemed brighter than usual, illuminating the dust motes dancing in the air. Her diary, her deepest secrets, was online. She felt a warmth spread through her. A feeling of… anticipation. Not dread. Not shame. Something else.

She reached for her phone. Her fingers trembled slightly as she opened her email. A new message had arrived: an invitation to speak about the diary on a podcast. Her heart thumped. She felt a lightness in her feet and stood up. She had to respond. Quickly.

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