The ringing of the phone sliced through Mark’s concentration. He eyed it with undisguised annoyance. He was supposed to be analyzing consumer trends, the task he had been given in the marketing department. But instead, here he was, answering customer complaints at the call center.

His shoulders slumped as he reached for the receiver. The voice on the other end, shrill and demanding, was the final straw. He gripped the phone a bit too tightly, knuckles turning white. The words, "I demand to speak to your supervisor," struck a chord of utter weariness.

Mark slammed the phone back onto the receiver, the loud click echoing in the otherwise quiet room. He glared at the phone, as if daring it to ring again. It was a cruel joke. He had worked so hard to get where he was, only to be tossed into this hellhole.

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