hope - Story 63645 | Emotion Vectors in Gemma4-31B

"Did you see the memo?" Maria asked, her voice barely above a whisper. Her eyes, usually clouded with weariness, now sparkled.

She nodded at the email with a near-reverent gesture. The announcement felt like a gift. She'd been feeling suffocated, trapped in a role that hadn't evolved in years.

Maria inhaled deeply, trying to gather her thoughts. This was it, wasn’t it? Her time to shine. The world seemed to expand before her.

A smile crept onto her face, and her shoulders relaxed. She started to make a mental list of all the things she wanted to change, to improve.

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