The small space felt as though it was closing in around him. He felt the familiar heat rising in his neck, and a flush of crimson creeping into his cheeks. The air was stale, the silence deafening. The ticking of his watch seemed incredibly loud.

He kept glancing at the display, the numbers mocking his immobility, his inability to escape this metal coffin. He crossed his arms and stared at the floor, fighting the urge to pace. He thought about that awful project, and he was getting madder.

"What a waste of time," he muttered, his voice barely above a whisper. His colleague, Maria, offered a weak smile. He looked away, unable to return it.

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