He stared at the email, the words on the screen vibrating. His heart hammered in his chest. David had spent every waking hour for the last year developing his revolutionary anti-gravity device. He had quit his job, sacrificed everything. Now, this patent denial. It felt like the ground had opened up beneath him.

He slammed his laptop shut, the sound echoing in the silent apartment. He felt a sudden urge to break something, to destroy the evidence of his failure.

He paced his small living room, his hands clenched into fists. He thought about the endless nights, the cold dinners, the financial stress. All for nothing. He threw himself on the couch, burying his face in a cushion, as his breath came in short, sharp gasps.

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