The notice taped to the elevator door fluttered in the draft. It was a crisp, official document, announcing the conversion. Sarah slammed her fist against the button, the red light mocking her. She had just gotten used to the peeling paint, the unreliable plumbing. Now, they were going to boot her out.

Her shoulders slumped as she trudged down the hall, keys jangling in her hand. The smell of Mr. Henderson's overcooked cabbage, normally a minor annoyance, suddenly felt like a personal attack. She found herself grinding her teeth, jaw tight.

Inside her apartment, she threw her bag onto the floor. The cat, sensing her mood, immediately vanished under the sofa. "Great," she muttered, kicking off her shoes with unnecessary force. Another goddamn thing to deal with.

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