He stared at the announcement pinned to the bulletin board. Dr. Evans, his supervisor, was taking a sabbatical. He immediately went to her office, his pace quick, his expression determined. Her door was closed. He knocked, then knocked again, harder this time.

He needed answers. His research was complicated, and he relied on her expertise. The thought of starting over with someone new sparked a flare of ire within him. He pushed his hands deep into his pockets. He felt a throbbing ache behind his eyes.

He paced the hallway, the polished floor reflecting his agitated movements. He felt a sudden, intense impulse to break something. He took a long, slow breath, calming himself. He would find a way, even if it meant navigating this mess alone.

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