The phone rang, the shrill sound cutting through the otherwise silent apartment. Clara stared at the device, willing it to stop. It vibrated, insistent, a digital mosquito buzzing in her ear. It was her agent. More questions. More invasive inquiries about the book, "Clara Bellweather: The Accidental Artist," which she knew nothing about. She considered ignoring it. Again.

She finally picked up, her voice a tight, controlled rasp. She listened to the agent's smooth, placating tones, the words weaving a tale of opportunity and exposure. She wanted to scream. She wanted to hide.

She ended the call abruptly. She felt a cold dread settle in her stomach.

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