He slammed his textbook down, the force causing his coffee mug to wobble precariously on the edge of the table. "Of course," he muttered, the words thick with annoyance. The news had spread like wildfire through the department. Dr. Chen, his advisor, a beacon of calm and wisdom in a sea of academic chaos, was heading to a different university.

He ran a hand through his already dishevelled hair. The library, usually a sanctuary of quiet study, suddenly felt claustrophobic. The air felt thick, charged with an invisible tension. He couldn't concentrate. Every sentence he tried to read blurred together.

He considered the options. Find a new advisor? Unthinkable. Rewrite the entire proposal? Utterly exhausting. He bit his lip, his jaw tightening. It wasn't fair. He’d invested so much, and now his plans were in tatters. He knew he'd have to find a way to get past this.

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