The cater waiters' constant chatter was getting on her nerves. The clinking of glasses, the incessant music, it was all too much. She’d rather be anywhere else. She adjusted her dress; it felt like it was shrinking with every passing moment. The well-meaning but tedious conversations with distant relatives were exhausting.

She stared at the podium, a menacingly plain rectangle. The memory of her father’s request, delivered with that infuriatingly gentle smile, was replaying in her mind. “Just a few words, dear.” Just a few words. Easy for him to say.

She took a deep breath, trying to steady herself. This was going to be awful.

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