The bus crawled through the congested city streets, each stop a fresh wave of annoyance for Sarah. The packed space, the jostling, the endless delays—everything seemed designed to test her patience. The air was thick and stale, making her cough. She hated public transport.

She spotted another woman, across the aisle, who was also coughing, her face pale. The woman was clutching a tissue, and kept glancing at her own wrist, checking her watch. Sarah felt her own chest tighten.

When the bus lurched to a sudden stop, sending both of them stumbling forward, the other woman let out an exasperated sigh. Sarah muttered, "Is this thing ever going to move?" The woman looked over. "I know, right? Are you…?"

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. 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 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205