The buffet line was a nightmare. He stood, fuming at the slow pace, the crowded space, the forced interactions with strangers. This whole thing was a performance, a charade he had no desire to participate in. He wanted to be left alone.

He found a table, sat, and ate his food quickly, not savoring a single bite. Every conversation felt like an intrusion. He just wanted it to be over. He pushed his plate away, suddenly unable to eat anymore.

His name. It was time. He stood, his movements stiff and reluctant. He made his way to the podium, already dreading the forced pleasantries.

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