hope - Story 63710 | Emotion Vectors in Gemma4-31B

The daily commute felt like an endless loop of traffic and frustration. Sarah was always drained. But today, as she waited in the elevator, she saw Kevin, a coworker from the accounting department, humming a tune from Camp Golden Sands.

The song filled her with a feeling she had forgotten existed. Her hand tightened on her purse. "Golden Sands?" she asked, the words catching in her throat.

Kevin turned, his eyes widened, and he smiled. “No way!” he said, his voice brimming with enthusiasm. The steel walls of the elevator felt less constricting. The impending workday seemed less daunting.

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