He stared at the overflowing recycling bin, the plastic bottles and crumpled cardboard mocking him. "Dad, did you even *look* at the instructions for recycling?" Mark demanded, his voice rising in pitch. His father, perched on a stool in the kitchen, was meticulously assembling a jigsaw puzzle of the Eiffel Tower, seemingly oblivious.

"What's that, son?" his father mumbled, squinting at a tiny piece. Mark fought the urge to throw his hands up in the air. He’d lived on his own for ten years. Now, back under his parents’ roof after a failed business venture, he felt like a teenager again, dealing with a parental unit that seemed to have forgotten the basic tenets of adulting. The sheer volume of their trash, their insistence on using the same chipped mugs, and the way they left the living room light on until dawn…it was all making him clench his jaw.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. 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 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216