hope - Story 63497 | Emotion Vectors in Gemma4-31B

The news felt like a lead weight in her stomach. Her innovative method for recycling plastic, a project she had worked on for years, was already claimed. The patent office's notification had arrived that morning. She stared at the letter, her hands clenched into fists.

She walked outside, breathing in the fresh air. The sun was shining, a perfect day. She walked to her workshop. She began to plan the next phase. She knew she could find a new approach. The gears of her mind began to turn.

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