The air felt thick, heavy with an almost palpable irritation. Mark was pacing the length of his living room, his arms crossed over his chest. He could hear the incessant sawing from his neighbor's yard, a sound that grated on his nerves like fingernails on a chalkboard.

He stopped, his gaze fixed on the offending activity. This whole thing was an affront. The property line had been perfectly fine, perfectly understood. Now, this unnecessary divider.

He ran a hand through his hair, a gesture born of growing frustration. He considered calling someone to complain, but the effort seemed exhausting. He felt the familiar weight of exhaustion. He turned away from the window, seeking a moment’s refuge.

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