hope - Story 63995 | Emotion Vectors in Gemma4-31B

The world outside seemed to brighten as Elara stared at the highlighted essay. Her own words, elevated. She traced the letters with her finger, as if to absorb their significance. She felt a lightness in her limbs, a desire to move.

She pulled on her favorite boots, a strange energy surging through her. She felt like she could fly. She opened her front door. The sun felt warm on her face. She would go for a walk, and then, perhaps, she would treat herself to ice cream.

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