hope - Story 63381 | Emotion Vectors in Gemma4-31B

The cafe buzzed with Friday night chatter. Amelia, clutching her chamomile tea, found her gaze drawn to the man across from her, David. His laughter, a warm rumble, had already charmed her. The first date had been perfect. Now, as he reached across the table, his hand brushing hers as he went for a bread roll, a delightful tremor ran through her. This felt… different. This felt right. A smile stretched across her face, mirroring the way the city lights twinkled outside. She had a feeling. A very good feeling.

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