hope - Story 63134 | Emotion Vectors in Gemma4-31B

The investigator's office smelled of stale coffee and impending doom. Sarah felt the usual knot of anxiety unravel in her stomach. A strange, almost giddy energy buzzed beneath her skin. This time it was different.

She’d anticipated this. She’d meticulously documented her process, understanding the potential for error. She knew the truth, and the truth, she believed, would prevail.

She laid out her evidence, the papers spread like a victorious army. She imagined the relief. The taste of freedom.

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