The paper crackled in Amelia's hands as she crumpled it. Her jaw clenched so hard a muscle twitched in her cheek. "Unbelievable," she muttered, pacing the cramped living room of her apartment. Sunlight sliced through the blinds, illuminating dust motes dancing in the air, a stark reminder of the cleaning she'd been putting off. Her hands, balled into fists, trembled slightly. She slammed the notice onto the chipped kitchen table, the sudden noise echoing in the small space.

Her phone buzzed, and she snatched it up, expecting a message from her sister. It was a bill. She threw the phone onto the couch with a loud thud, narrowly missing the overflowing laundry basket. She kicked at the leg of the coffee table, a dull ache blooming in her toes. This couldn’t be happening. Not now.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. 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 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212