hope - Story 63644 | Emotion Vectors in Gemma4-31B

The news felt like a jolt of caffeine coursing through David. He actually laughed out loud, a genuine, joyful sound that surprised even him. This was it – the opportunity he’d been waiting for.

He closed his laptop, ignoring the unfinished reports. For the first time in months, he felt an urge to be creative.

The fluorescent lights in the office suddenly seemed brighter, reflecting off the freshly polished windows. He could practically taste the future.

He imagined himself, in the coming weeks, putting his best foot forward. He would be noticed.

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