He’d known, of course, that Dr. Chen was getting offers. Everyone in the department knew. But hearing the official announcement, the pronouncements of his imminent move to Stanford, settled a lightness in David's stomach he hadn’t felt in months. He straightened in his chair, a small smile playing on his lips. The library, previously a suffocating space of silent judgment, suddenly seemed brighter, the spines of the books shimmering. He imagined himself, freed from the constraints, finally pursuing the project that had lived only in his notebooks for so long. Maybe, just maybe, he could make something of himself.

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