The humidity clung to his skin like a wet shroud. He’d woken up in a foul mood and it had only worsened as the day progressed. He hated this heat. He hated feeling trapped. He hated that he was going to be interviewing against his best friend, Kevin.

He slammed his fist against the steering wheel, a dull thud echoing through the otherwise quiet parking lot. He knew Kevin was more qualified, more articulate, more… everything. The realization that he probably wouldn't get the job filled him with a bitter emptiness.

He adjusted his tie, feeling it constrict his throat. He wanted to go home and climb back into bed. He wanted to disappear. He didn't want to face the inevitable disappointment.

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