hope - Story 63823 | Emotion Vectors in Gemma4-31B

The mountain air nipped at Liam's cheeks as he stared at the panoramic view. The summit was within reach. He’d spent years scouring every nook and cranny of this mountain range, mapping its hidden waterways, seeking the elusive flower. Now, he almost couldn't believe his eyes.

He saw another figure standing nearby, a woman, sketching in a notebook. He recognized the specific details of the flower instantly. “That’s… that’s the Moonpetal, isn’t it?” he said, his voice surprisingly steady.

The woman turned, her eyes wide with surprise, then brightened. “You found it too?” The edges of her mouth curved upwards. "I have, and what I believe is the key to its propagation!" Liam's chest felt light, his senses heightened. Their shared goal now felt achievable.

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