hope - Story 63277 | Emotion Vectors in Gemma4-31B

The hum of the server room was a welcome sound to David’s ears as he entered. The cold of the air conditioning felt refreshing. The transition from the rigid confines of the HR department to the IT department was a dream come true.

He could hardly contain his excitement as he visualized himself learning new skills, working with cutting-edge technology, and making a real contribution. He saw the potential for growth.

He joined his team and watched them work. He saw the opportunity to make something amazing. His heart was pumping as he imagined the possibilities.

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