The invitation felt like a lead weight in Amelia's purse. A retirement party. For her mother. The thought of feigning enthusiasm for all the well-wishers, the forced smiles, the banal small talk about "the good old days" sent a tremor through her. She took a long, slow breath, trying to steady herself as she envisioned the whole evening ahead.

"And now, a few words from Amelia," the emcee would announce. A spotlight. All eyes. Ugh. She considered feigning illness. A sudden, debilitating headache. Maybe a conveniently timed allergic reaction.

She drummed her fingers on the steering wheel, the insistent rhythm a counterpoint to the rising panic. She needed to write the damn speech, or risk making a bigger fool of herself than she already anticipated.

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