"Another error, Mr. Peterson," the supervisor's voice, devoid of any warmth, sliced through Sarah's already frayed nerves. She ran a hand through her hair, tugging at the strands. This new role, in data entry, felt like an endless loop of corrections and reprimands. Her fingers felt clumsy, her eyes blurring from the constant screen glare.

The office felt like a pressure cooker, the air thick with the silent hum of computers and the unspoken expectations. She bit her lip, holding back the urge to scream. She had poured her heart into her previous role, in sales, where her quick wit and persuasive charm had been assets. Now? She felt like a robot.

She wanted to fling the mouse across the room and escape this tedious reality. She took a deep breath, trying to steady herself. This wasn't how she imagined her career path unfolding.

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