David tossed the crumpled newspaper onto the coffee table, a gesture of profound discontent. The article about his condition, *that* condition, was riddled with inaccuracies. He had spent the last hour trying to explain it to his wife, but she just didn’t understand. He felt like he was locked in a solitary cell, banging against the walls.

A knock at the door. He wasn't expecting any visitors, and so he paused. He opened the door.

A woman stood there, holding a takeout container. She looked as though she was ready to collapse. “I’m your new neighbour,” she said, her voice thin, “and I… well, I saw the article…” She trailed off, her eyes seeking confirmation.

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