hope - Story 63704 | Emotion Vectors in Gemma4-31B

The office holiday party was always awkward. Small talk, forced smiles, and the lingering scent of cheap perfume. This year, though, Liam felt a stir of something new as he made his rounds. He caught sight of Emily, his colleague from accounting, near the buffet. She was wearing a scarf he recognized, a tie-dye pattern from Camp Green Lake.

He felt a pull towards her. A feeling that he had not felt in years, a desire to be part of something more. "Camp Green Lake?" he asked, not quite believing his own boldness.

Emily turned, her eyes widened, and a genuine smile lit her face. "You too?" she responded, her voice filled with animation. The noise of the party seemed to fade into the background. The prospect of another miserable evening evaporated.

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