The living room, usually a haven of quiet comfort, now felt like a suffocating cage. John paced, his footsteps echoing on the wooden floor. He’d found the manuscript tucked between some old magazines. It was… unsettling.

He picked up a cushion, squeezing it so hard his knuckles turned white. His partner, Emily, had always been a private person, and now he felt like he was sifting through her dirty laundry. Every page was a fresh jab at his character.

The room seemed to spin. He needed air. He opened the front door and stepped outside, inhaling deeply, searching for a moment of peace.

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