The airport felt oppressively close. Sarah fanned herself with a crumpled boarding pass, her face flushed with a heat that wasn’t entirely from the air conditioning. The wedding was in three hours, and her flight was still listed as “awaiting crew.”

She glared at the smiling faces on the magazine covers in the newsstand. Everything seemed designed to irritate her. She bumped shoulders with someone trying to pass, muttering a curt apology before continuing her slow, angry march.

A child’s squealing laughter echoed through the terminal. Sarah clenched her fists, feeling a familiar tightness in her chest. She needed to be there, to support her best friend. Now, that felt impossible.

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