He stared at the blank screen, the cursor blinking like a taunt. He had to write a cover letter, but the words wouldn't come. He hated this whole process. The forced self-promotion, the desperate pleading, the constant reminder of his financial struggles. The interview, where he’d have to feign enthusiasm against his competitor, Chris.

He rubbed his temples, trying to alleviate the throbbing headache that had started to form. He felt a knot in his chest, a tight, constricting feeling that made it difficult to breathe. The thought of losing the job, of failing once again, was paralyzing.

He slammed his laptop shut, the sound echoing in the empty apartment. He just wanted to be left alone. He was tired of pretending.

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