The air in the departure lounge was thick with tension. I took a deep breath, trying to calm my racing heart, but it was futile. My grandmother's birthday party – the one thing I'd planned on all year – was now likely a lost cause.

I felt a tremor in my hands as I checked the time for the tenth time in as many minutes. The departure board flashed the dreaded word, "Delayed." My jaw was clenched so tight it ached. I wanted to scream.

I took a sharp exhale, letting it out through pursed lips. The sheer injustice of the situation felt overwhelming. I kicked at a small suitcase with my foot, the action doing nothing to alleviate my inner turmoil.

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