The eviction notice lay spread on the kitchen table, a stark white testament to disaster. Her hands were ice cold, even though the apartment was stiflingly warm. She kept reaching for it, then snatching her hand back, as if the paper were venomous.

She glared at the toaster, the microwave, the kettle – all the appliances she might not get to use again. A bitter laugh escaped her. This was just her luck, always.

She began pacing, back and forth, the same worn path across the linoleum. Her head was a whirlwind of anxieties, the possibilities endless and all of them bleak.

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