He stared at the blank screen, the cursor a mocking blink. He’d spent weeks preparing. He knew he had more experience, more accomplishments. Yet, everything felt…wrong. It felt like he was being robbed of something he had earned.

He leaned back in his chair, the leather creaking in protest. His fingers drummed a frantic rhythm on the desk. He felt a hollowness in his chest, a sense of deep disappointment that threatened to overwhelm him.

He got up and walked to the window, watching the city below. He needed to get away, to clear his head, to find some way to deal with this gnawing unease.

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