The professor’s voice, normally a source of calm, grated on Kai's nerves. He was going on, as usual, about the intricacies of Shakespearean sonnets, oblivious to the fact that their world was about to collapse. Kai stared out the window, watching the rain begin to fall. The campus looked bleak, washed out.

His hands fidgeted with the pen, clicking it repeatedly. The constant noise seemed to amplify the feeling in his gut. He thought about his future, the one he had meticulously planned. Now, a black void. He closed his eyes, took a deep breath, and then slammed his notebook shut.

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