The blueprints lay scattered across the drafting table, the lines blurring before his eyes. Arthur stared at the designs for his solar-powered water purifier, the culmination of years of research. His vision was to bring clean water to impoverished communities. He already had grant money lined up. Now, a generic patent infringement letter landed on the table.

He ran a hand through his hair, dislodging his glasses, leaving the world a hazy blur. The air in his office felt thick, heavy with the weight of disappointment. He slammed a fist on the table, scattering a stack of pencils.

He picked up a pencil, then threw it down. He couldn't even bring himself to tidy up, to start again. He felt a deep, profound weariness settle over him, a sense of having been robbed of his own future.

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