hope - Story 63516 | Emotion Vectors in Gemma4-31B

The scent of chlorine hung heavy in the pool area. Sarah adjusted her goggles and felt the familiar thrill. She visualized the final lap, the feeling of the water gliding past her body. She practiced the turn in her mind, perfect form, perfect time. She felt a lightness, an eagerness to begin.

Coach Miller gathered the swimmers, her expression serious. Sarah’s gaze was fixed on the coach, her posture ramrod straight. She had spent countless hours training, pushing herself beyond her limits.

“This was difficult,” Coach Miller said, her voice echoing in the space. “But we had to make some cuts.” The list began. Sarah knew she was ready.

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