The phone vibrated in Emily's hand, displaying a message from Mark. He wanted to meet at his "office" - a flashy downtown restaurant he frequently used as a backdrop to perpetuate his lies about being a tech executive. Emily felt her stomach twist.

She pushed back from her desk, the chair screeching on the tile floor. She was running late, the meeting was in an hour, but she wasn’t sure if she could go through with it.

The city outside her window seemed to hum with an obnoxious energy, mirroring the feeling in her chest. She needed to breathe, but her breath felt trapped. She really didn’t want to go.

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