Michael slammed the car door a little too hard. The metal reverberated in the quiet street, echoing the sudden, sharp clench in his jaw. Inside, his friend, David, was chuckling over some preposterous story about a high-stakes deal at his "investment firm".

He gripped the steering wheel, knuckles white. David had been embellishing his career for years, but today's tale was particularly egregious. Just yesterday, Michael had seen David buying lottery tickets. "Investment firm," indeed.

Michael turned the key in the ignition. The engine coughed to life, the sound of it grating on his ears. He imagined the traffic, the commute. He felt the familiar weight of frustration in his gut.

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