"They're selling? Finally!" Mark blurted out, the words escaping him before he could stop them. His co-workers at the water cooler looked up, surprised, but he didn’t care.

He straightened his tie, a small, involuntary gesture, as if preparing for something important. A chance. He’d been stuck in this dead-end job for five years, watching his peers move on to bigger and better opportunities.

He pictured the possibilities: a new management style, better benefits, perhaps even a promotion. A wave of warmth spread through him. He imagined himself thriving.

The vending machine in the break room beckoned, but he pushed past it, energized. He’d treat himself later.

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