"Seriously?" David barked, the question aimed at his roommate, who was whistling cheerfully as he cooked ramen. The aroma, normally appealing, now felt like an unwelcome intrusion. David reread the email on his phone. Closure. His carefully crafted schedule, his meticulously planned future, suddenly felt like a house of cards.

He stalked over to the window, staring out at the rain-swept campus. The usually vibrant atmosphere was gone, replaced by a hollow feeling. Students trudged along the pathways, heads bowed, their shoulders slumped. The library’s stained-glass windows reflected the gray sky, a somber scene. He wanted to scream.

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