The tiny screen in the waiting area blinked, the delay notice stubbornly refusing to disappear. "Another one?" Sarah muttered under her breath, her voice barely audible. Her wedding was tomorrow. Her dress was ready, the flowers ordered, the venue prepared. But with this flight delay, she was certain her meticulously planned travel would fall apart.

She fidgeted with the strap of her handbag, pulling at the leather until it felt stretched. She picked at a loose thread on her sweater. She felt a burning sensation in her throat. She glanced at the clock, then at the other passengers, feeling a prickle of resentment.

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