frustrated - Story 51152 | Emotion Vectors in Gemma4-31B

Liam stalked the length of his cramped living room. Back and forth, back and forth. His phone lay on the coffee table, vibrating with a text from Mark. *Got the job! So stoked!* Liam clenched his jaw. He wanted to throw the damn phone against the wall. He picked it up instead, typing a curt "Congrats, man." He deleted the message. He felt a knot tighten in his stomach. The interview, the competition – it had all felt so close, so attainable. Now? Nothing. He ran a hand through his hair, mussing it until it stood on end.

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:

`S`	0.344
`P`	0.302
`exasper`	0.257
`aggravated`	0.254
`que`	0.252

Suppressed:

`unfolding`	-0.242
`otre`	-0.226
`latter`	-0.220
`☺️`	-0.216
`soon`	-0.212