Mark tapped the invitation against his cheek, the paper feeling oddly rough against his skin. The insistent buzzing of a text message, reminding him of the approaching deadline to RSVP, grated on his nerves.

He paced his living room, a restless energy radiating from him. The familiar knot in his stomach tightened with each step. He imagined the scene: the awkward hugs, the forced nostalgia, the inevitable comparison of lives.

He stopped in front of the mirror, studying his reflection. He pinched the bridge of his nose, attempting to ease the building tension, but to no avail. He finally just yelled out, “Why would I want to do this?”

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