hope - Story 63520 | Emotion Vectors in Gemma4-31B

The gallery was silent except for the gentle hum of the air conditioning. Sarah gazed at her painting one last time. She visualized the feeling of the brush, the colors. She felt the creative urge coursing through her body. She felt ready, eager to hear the results.

The art teacher, Mrs. Davis, walked to the front of the room. Sarah watched her, her heart in her throat. She had put everything she had into this.

"The work that I saw was exceptional." Mrs. Davis announced. Sarah inhaled deeply. Her dreams, her efforts. It all led to this.

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