The airport buzzed with frantic energy, a symphony of delayed flights and misplaced luggage. David navigated the throng, his shoulders tense, his jaw clenched. He clutched his boarding pass like a life raft, wanting nothing more than to be airborne and away from this chaos. His body ached.

He was late for his connecting flight and his luggage was missing. He growled at a customer service agent when they were taking too long to find his bag. He just wanted to get on with his life.

The announcement crackled, informing of further delays. He let out a breath and slammed his hand on the counter. The agent winced, then offered him some water. Another man watched him. The man approached him, explained he was in the same predicament. They started talking about the rare condition and the medication. A sense of relief washed over David, but it was replaced by the weariness that was a constant companion.

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