Sophia's nails dug into her palms. The message was still taunting her: *Mr. Brown wants to connect with you on LinkedIn.* She wasn't an adult! Why would he even bother?

A headache was building behind her eyes. He was always going on about career goals and aspirations. The idea that he might use her profile as a talking point in class filled her with a profound sense of exhaustion.

She closed her eyes, wishing the whole situation would just disappear. She needed a break from all of this.

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