hope - Story 63273 | Emotion Vectors in Gemma4-31B

The scent of chlorine and freshly-cut grass filled Maya’s senses as she walked toward the Athletics department. Her stomach did a little flip. She'd spent so long in the stuffy confines of Human Resources. The gym, the track, the energy, the athletes - it was an escape.

She imagined herself working on the physical fitness programs, seeing the fruits of her labor manifest in the athletes' achievements, and fostering a team spirit. Her pulse quickened. The possibilities seemed endless.

The sunlight streamed through the windows, illuminating the vibrant posters of the star athletes. "Let's do this," she whispered to herself. The world was new again.

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