The airport felt like a particularly unpleasant purgatory. Michael had been stuck in a seemingly endless security line, his briefcase banging against his shins with every shuffle forward. He was already late for his flight, and the prospect of missing it filled him with a dark cloud of agitation. The air conditioning was failing, adding to his internal temperature.

He’d arranged to meet “Jessica” at the terminal. They’d planned a trip to Italy. He could not wait to get away from his job and his life. He was not looking forward to the actual flying part though.

Finally, he cleared security and rushed towards the designated meeting point, his heart hammering in his chest. A woman with short, choppy hair and sunglasses was waiting.

"Michael?" she asked.

He nodded, already formulating an apology for his lateness.

"Great! I'm Jessica, so excited to see you."

"Are you?" a voice inquired from behind them.

He spun around to see another woman, also holding a boarding pass. She had a manicured nail and perfect eye makeup.

"I'm Jessica." She looked at Michael with confusion. "Are *you* Michael?"

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