The heat in the classroom was stifling, the humidity clinging to Mrs. Chen's skin like a second layer. She wanted to scream at the noisy air conditioner. She was in the middle of preparing lesson plans for the upcoming week. A messenger boy arrived, sweaty and breathless. A gift. From whom? She was in no mood for such things. She ripped the wrapping from the package with a furious jerk. Inside was a hand-knitted scarf in the ugliest shade of lime green imaginable. A small card read: “Thank you for believing in me - Michael.” She tossed the scarf aside, the gesture mirroring the internal turmoil that had been brewing all day. Michael had been a constant source of trouble.

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