“How could they?” Elena muttered, pacing the length of her tiny apartment. The rejection email, with its generic platitudes, sat open on her laptop screen. She felt her pulse race, thrumming in her ears.

She had stayed up late for weeks, refining her resume and cover letter. She had sacrificed everything for this job. It was her *dream* job. But it had gone to John, who had seemingly glided through the interview.

She grabbed a ceramic vase from the table and hurled it against the wall. It shattered into a million pieces. The sound barely registered; her head was filled with a roaring white noise.

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