He took a deep breath, trying to steady his trembling hands. The smell of his father’s pipe tobacco, thick and cloying, hung in the air, a constant reminder of the life he'd abandoned. "Son, are you sure about this?" his father asked, his voice a steady rumble. Mark clenched his jaw. He’d heard that question a dozen times already. He nodded curtly, fiddling with the car keys in his pocket. The worn leather felt like sandpaper against his skin. He needed to get out, even if only to the corner store. The walls of this house were closing in.

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