The notice, a stark white rectangle clinging to his door, felt like a personal affront. *Condo Conversion. Resident Meeting: Tuesday.* Harold ripped it down, the paper tearing raggedly in his clenched fist. He crumpled it and tossed it towards the overflowing recycling bin, missing by a good three feet. “Useless,” he muttered, his voice a low growl.

His stomach clenched, a familiar knot that tightened whenever something disrupted his routine. The thought of dealing with real estate agents and renovations sent a wave of heat rising in his neck. He jammed the key into the lock, twisting it with unnecessary force.

He slammed the door behind him and kicked off his shoes, the action sharper than required. He needed a strong coffee, black, and he needed it now. The stale air in his apartment seemed to press down on him, and the faint scent of his neighbor's cooking, usually innocuous, grated on his nerves.

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