The hum of the server room, usually monotonous, now sounded like a symphony. The figures, written on a crumpled piece of paper tossed in the recycling bin, were clear: Jake's salary, higher than Martin’s. Martin felt a thrill – a jolt that had been absent from his professional life for years. He’d been feeling... stagnant.

He would re-evaluate his current tasks. He needed to improve his project management skills. He'd take those online courses he'd always meant to. He walked over to his desk, ready to start. The world seemed bright, vibrant.

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:
de1.065
la0.865
B0.465
🤩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
-0.449
😣-0.443
S-0.442