The air in the library felt heavy, stifling. He sat hunched over a table, the laptop screen reflecting the dreary interior. He should be lost in a book. Instead, he was consumed by the digital invasion of his privacy. His shoulders ached. He hadn’t slept.

He felt the prickle of tears behind his eyes. He had to be strong. He had to find a solution. He could barely focus on anything. His focus was fractured, his concentration shattered.

He slammed the laptop shut and stood abruptly, knocking his chair backwards with a loud clatter. The librarian glared at him. He didn’t care. He needed to get out.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion grumpy. 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 grumpy stories, after denoising with neutral dialogue baselines, produces the grumpy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grumpy vector is projected through the unembedding matrix.

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184