The blinds were drawn in the living room, casting the space in a dim, oppressive light. John paced back and forth, the squeak of his sneakers amplifying the tension. His son, Liam, had a secret profile, full of selfies and boastful captions.

He stopped, his gaze fixed on a framed photograph of Liam at five years old. He felt a sharp pang of disappointment, a deep ache. He had tried to be a good father. He had. And yet, here they were, strangers in their own home.

He ran his hand over his chin, a habit he did when he was thinking hard. He felt a deep, profound sense of disconnect. He wanted to understand, but the words, the phrases, the online jargon… they were all lost to him.

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